{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "14904c59",
   "metadata": {},
   "source": [
    "# overview\n",
    "##  policy alignment\n",
    "1. 该项目需要解决的问题是在线电商(online retailer)的客户流失预测\n",
    "2. 该项目的立项时间节点是2011-12-01\n",
    "2. 该项目处理的数据时间段为2009-12-01 ~ 2011-11-30， 也就是说在这个时间段后的数据是否能够通过该项目训练的模型进行合理预测是无法保证的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "30387e10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009/12/1 7:45</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2009/12/1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323P</td>\n",
       "      <td>PINK CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009/12/1 7:45</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2009/12/1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323W</td>\n",
       "      <td>WHITE CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009/12/1 7:45</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2009/12/1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>489434</td>\n",
       "      <td>22041</td>\n",
       "      <td>RECORD FRAME 7\" SINGLE SIZE</td>\n",
       "      <td>48</td>\n",
       "      <td>2009/12/1 7:45</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2009/12/1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>489434</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET BOX</td>\n",
       "      <td>24</td>\n",
       "      <td>2009/12/1 7:45</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2009/12/1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Invoice StockCode                          Description  Quantity  \\\n",
       "0  489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "1  489434    79323P                   PINK CHERRY LIGHTS        12   \n",
       "2  489434    79323W                  WHITE CHERRY LIGHTS        12   \n",
       "3  489434     22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
       "4  489434     21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
       "\n",
       "      InvoiceDate  Price  Customer ID         Country       Date  \n",
       "0  2009/12/1 7:45   6.95        13085  United Kingdom  2009/12/1  \n",
       "1  2009/12/1 7:45   6.75        13085  United Kingdom  2009/12/1  \n",
       "2  2009/12/1 7:45   6.75        13085  United Kingdom  2009/12/1  \n",
       "3  2009/12/1 7:45   2.10        13085  United Kingdom  2009/12/1  \n",
       "4  2009/12/1 7:45   1.25        13085  United Kingdom  2009/12/1  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "import os \n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "base_path = os.path.abspath\n",
    "data_path = \"/Users/collinsliu/jobs/customer_churn_analysis/platform_order.csv\"\n",
    "data_df = pd.read_csv(data_path,\n",
    "            encoding='utf-8')\n",
    "data_df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d4ba2b6",
   "metadata": {},
   "source": [
    "## data overview\n",
    "将原始数据作如下处理：\n",
    "1. 添加cancel_invoice｜GMV｜first_purchase三列\n",
    "2. 选取所有非取消订单\n",
    "2. 选取统计时间在2011-12-01之前的所有数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "74332c4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将Date列转换为datetime格式，方便调用api计算\n",
    "data_df[\"Date\"] = pd.to_datetime(data_df[\"Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0c9a5875",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "      <th>cancel_invoice</th>\n",
       "      <th>GMV</th>\n",
       "      <th>first_purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009/12/1 7:45</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>False</td>\n",
       "      <td>83.4</td>\n",
       "      <td>2009-12-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Invoice StockCode                          Description  Quantity  \\\n",
       "0  489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "\n",
       "      InvoiceDate  Price  Customer ID         Country       Date  \\\n",
       "0  2009/12/1 7:45   6.95        13085  United Kingdom 2009-12-01   \n",
       "\n",
       "   cancel_invoice   GMV first_purchase  \n",
       "0           False  83.4     2009-12-01  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 增加三个关键列： \n",
    "# 是否为取消订单 cancel_invoice\n",
    "# 该记录的GMV GMV\n",
    "# 该用户首次购买的时间 first_purchase\n",
    "data_df[\"cancel_invoice\"] = data_df[\"Invoice\"].str.startswith(\"C\")\n",
    "data_df[\"GMV\"] = data_df[\"Price\"]*data_df[\"Quantity\"]\n",
    "data_df[\"first_purchase\"] = data_df.groupby(\"Customer ID\")[\"Date\"].transform(\"min\")\n",
    "data_df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "c462d1d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对数据作筛选处理\n",
    "data_df = data_df[(data_df[\"cancel_invoice\"]==False)&(data_df[\"Date\"]<'2011-12-01')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c78dddda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min:2009-12-01 00:00:00, max:2011-11-30 00:00:00\n"
     ]
    }
   ],
   "source": [
    "print(\"min:{}, max:{}\".format(min(data_df[\"Date\"]),max(data_df[\"Date\"])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "bfe526ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "distinct invoices:36197\n",
      "distinct customers:5853\n",
      "total records:788315\n"
     ]
    }
   ],
   "source": [
    "print(\"distinct invoices:{}\".format(data_df[\"Invoice\"].nunique()))\n",
    "print(\"distinct customers:{}\".format(data_df[\"Customer ID\"].nunique()))\n",
    "print(\"total records:{}\".format(data_df[\"Invoice\"].count()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2c56ace",
   "metadata": {},
   "source": [
    "# cohort analysis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "579aad01",
   "metadata": {},
   "source": [
    "## cohort label"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ab36743",
   "metadata": {},
   "source": [
    "### define column - cohort index\n",
    "每一列都是相较第一次购买时间的时间间隔，单位为月"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "86d233ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "      <th>cancel_invoice</th>\n",
       "      <th>GMV</th>\n",
       "      <th>first_purchase</th>\n",
       "      <th>cohort_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>806686</th>\n",
       "      <td>579885</td>\n",
       "      <td>21259</td>\n",
       "      <td>VICTORIAN SEWING BOX SMALL</td>\n",
       "      <td>1</td>\n",
       "      <td>2011/11/30 17:37</td>\n",
       "      <td>5.95</td>\n",
       "      <td>15444</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-30</td>\n",
       "      <td>False</td>\n",
       "      <td>5.95</td>\n",
       "      <td>2011-10-30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Invoice StockCode                  Description  Quantity  \\\n",
       "806686  579885     21259  VICTORIAN SEWING BOX SMALL          1   \n",
       "\n",
       "             InvoiceDate  Price  Customer ID         Country       Date  \\\n",
       "806686  2011/11/30 17:37   5.95        15444  United Kingdom 2011-11-30   \n",
       "\n",
       "        cancel_invoice   GMV first_purchase  cohort_index  \n",
       "806686           False  5.95     2011-10-30             1  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df[\"Date\"] = pd.to_datetime(data_df[\"Date\"])\n",
    "data_df[\"first_purchase\"] = pd.to_datetime(data_df[\"first_purchase\"])\n",
    "data_df[\"cohort_index\"] = (data_df[\"Date\"].dt.year - data_df[\"first_purchase\"].dt.year)*12 + \\\n",
    "                          data_df[\"Date\"].dt.month - data_df[\"first_purchase\"].dt.month\n",
    "# data_df[\"cohort_index\"] = (data_df[\"Date\"] - data_df[\"first_purchase\"]).dt.days//30\n",
    "data_df.tail(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "254492f6",
   "metadata": {},
   "source": [
    "### define row - cohort month\n",
    "每一行都是一个同期群组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b3ffa236",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "      <th>cancel_invoice</th>\n",
       "      <th>GMV</th>\n",
       "      <th>first_purchase</th>\n",
       "      <th>cohort_index</th>\n",
       "      <th>cohort_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>806686</th>\n",
       "      <td>579885</td>\n",
       "      <td>21259</td>\n",
       "      <td>VICTORIAN SEWING BOX SMALL</td>\n",
       "      <td>1</td>\n",
       "      <td>2011/11/30 17:37</td>\n",
       "      <td>5.95</td>\n",
       "      <td>15444</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-30</td>\n",
       "      <td>False</td>\n",
       "      <td>5.95</td>\n",
       "      <td>2011-10-30</td>\n",
       "      <td>1</td>\n",
       "      <td>201110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Invoice StockCode                  Description  Quantity  \\\n",
       "806686  579885     21259  VICTORIAN SEWING BOX SMALL          1   \n",
       "\n",
       "             InvoiceDate  Price  Customer ID         Country       Date  \\\n",
       "806686  2011/11/30 17:37   5.95        15444  United Kingdom 2011-11-30   \n",
       "\n",
       "        cancel_invoice   GMV first_purchase  cohort_index cohort_month  \n",
       "806686           False  5.95     2011-10-30             1       201110  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "data_df[\"cohort_month\"] = data_df[\"first_purchase\"].apply(lambda row: datetime.strftime(row,\"%Y%m\"))\n",
    "data_df.tail(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "844556c4",
   "metadata": {},
   "source": [
    "## cohort metrix\n",
    "1. 我们在进行留存矩阵计算时，行是每个用户第一次购买的月份，列是留存月份数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "740ba2f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cohort_month</th>\n",
       "      <th>cohort_index</th>\n",
       "      <th>Customer ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200912</td>\n",
       "      <td>0</td>\n",
       "      <td>955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>200912</td>\n",
       "      <td>1</td>\n",
       "      <td>355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>200912</td>\n",
       "      <td>2</td>\n",
       "      <td>338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>200912</td>\n",
       "      <td>3</td>\n",
       "      <td>431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>200912</td>\n",
       "      <td>4</td>\n",
       "      <td>388</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  cohort_month  cohort_index  Customer ID\n",
       "0       200912             0          955\n",
       "1       200912             1          355\n",
       "2       200912             2          338\n",
       "3       200912             3          431\n",
       "4       200912             4          388"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cohort_raw = data_df.groupby([\"cohort_month\",\"cohort_index\"])[\"Customer ID\"].nunique().reset_index()\n",
    "cohort_raw.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c8fcfa74",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cohort_metrix = cohort_raw.pivot(index=\"cohort_month\",columns=\"cohort_index\",values=\"Customer ID\")\n",
    "# 由于我们需要算至少一个月的留存（次月留存），因此我们要删除掉不足一个月的记录\n",
    "cohort_metrix = cohort_metrix.drop([\"201111\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "cb65087d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 那么留存组的基准值一定是周期0的值，这个是我们进行retension rate计算的分母\n",
    "cohort_size = cohort_metrix.iloc[:,0]\n",
    "cohort_rr = cohort_metrix.iloc[:,1:].divide(cohort_size,axis=0)\n",
    "cohort_rr.applymap(lambda x: \"{0:.1f}%\".format(x*100))\n",
    "cohort_rr.to_csv(\"rr.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ca96e3e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='cohort_index', ylabel='cohort_month'>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20,15))\n",
    "sns.heatmap(cohort_rr, annot=True,fmt=\".0%\",vmin=0.0, vmax=0.5, cmap=\"YlGn\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5eb63370",
   "metadata": {},
   "source": [
    "## retention rate comparasion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "508aab94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='cohort_month'>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看第一个月不同cohort group的留存率\n",
    "cohort_rr[1].plot.bar(figsize=(20,15))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6876694",
   "metadata": {},
   "source": [
    "### analysis\n",
    "从图中我们发现，2010-12月的留存率由明显下降，从业务角度解释我们可以了解到是因为11月份进行了双十一大促，在大促后很多用户重新陷入非活跃状态，因此这个月的retention rate有明显的下降。<br>\n",
    "那么， 我们应该如何规避掉策略的影响而直接对比自然变化率呢？<br>\n",
    "这时候我们就需要进行同比比较，这样能够抵消到每年固定时间策略的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "5a5d4a78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>cohort_index</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cohort_month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201001</th>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>0.213699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201101</th>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>0.169014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201002</th>\n",
       "      <td>2010</td>\n",
       "      <td>2</td>\n",
       "      <td>0.237430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201102</th>\n",
       "      <td>2011</td>\n",
       "      <td>2</td>\n",
       "      <td>0.162602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201003</th>\n",
       "      <td>2010</td>\n",
       "      <td>3</td>\n",
       "      <td>0.181176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201103</th>\n",
       "      <td>2011</td>\n",
       "      <td>3</td>\n",
       "      <td>0.185393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201004</th>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>0.185053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201104</th>\n",
       "      <td>2011</td>\n",
       "      <td>4</td>\n",
       "      <td>0.257143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201005</th>\n",
       "      <td>2010</td>\n",
       "      <td>5</td>\n",
       "      <td>0.155378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201105</th>\n",
       "      <td>2011</td>\n",
       "      <td>5</td>\n",
       "      <td>0.240741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201006</th>\n",
       "      <td>2010</td>\n",
       "      <td>6</td>\n",
       "      <td>0.179389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201106</th>\n",
       "      <td>2011</td>\n",
       "      <td>6</td>\n",
       "      <td>0.231481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201007</th>\n",
       "      <td>2010</td>\n",
       "      <td>7</td>\n",
       "      <td>0.158470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201107</th>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>0.215686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201008</th>\n",
       "      <td>2010</td>\n",
       "      <td>8</td>\n",
       "      <td>0.208861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201108</th>\n",
       "      <td>2011</td>\n",
       "      <td>8</td>\n",
       "      <td>0.273585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201009</th>\n",
       "      <td>2010</td>\n",
       "      <td>9</td>\n",
       "      <td>0.234310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201109</th>\n",
       "      <td>2011</td>\n",
       "      <td>9</td>\n",
       "      <td>0.272727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201010</th>\n",
       "      <td>2010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.256065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201110</th>\n",
       "      <td>2011</td>\n",
       "      <td>10</td>\n",
       "      <td>0.321267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201011</th>\n",
       "      <td>2010</td>\n",
       "      <td>11</td>\n",
       "      <td>0.178125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200912</th>\n",
       "      <td>2009</td>\n",
       "      <td>12</td>\n",
       "      <td>0.371728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201012</th>\n",
       "      <td>2010</td>\n",
       "      <td>12</td>\n",
       "      <td>0.092105</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "cohort_index  year  month         1\n",
       "cohort_month                       \n",
       "201001        2010      1  0.213699\n",
       "201101        2011      1  0.169014\n",
       "201002        2010      2  0.237430\n",
       "201102        2011      2  0.162602\n",
       "201003        2010      3  0.181176\n",
       "201103        2011      3  0.185393\n",
       "201004        2010      4  0.185053\n",
       "201104        2011      4  0.257143\n",
       "201005        2010      5  0.155378\n",
       "201105        2011      5  0.240741\n",
       "201006        2010      6  0.179389\n",
       "201106        2011      6  0.231481\n",
       "201007        2010      7  0.158470\n",
       "201107        2011      7  0.215686\n",
       "201008        2010      8  0.208861\n",
       "201108        2011      8  0.273585\n",
       "201009        2010      9  0.234310\n",
       "201109        2011      9  0.272727\n",
       "201010        2010     10  0.256065\n",
       "201110        2011     10  0.321267\n",
       "201011        2010     11  0.178125\n",
       "200912        2009     12  0.371728\n",
       "201012        2010     12  0.092105"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cohort_rr2 = cohort_rr.copy()\n",
    "cohort_rr2.reset_index()\n",
    "cohort_rr2[\"cohort_month\"] = cohort_rr2.index\n",
    "cohort_rr2[\"cohort_month\"] = cohort_rr2[\"cohort_month\"].astype(str)\n",
    "cohort_rr2['year'] = cohort_rr2['cohort_month'].apply(lambda row: int(row)//100)\n",
    "cohort_rr2['month'] = cohort_rr2['cohort_month'].apply(lambda row: int(row)%100)\n",
    "cohort_rr2[[\"year\",\"month\",1]].sort_values([\"month\",\"year\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "3fbc1106",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='month', ylabel='1'>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='month',y=1,hue='year',data=cohort_rr2[cohort_rr2[\"year\"]>=2010])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f82f9203",
   "metadata": {},
   "source": [
    "### analysis\n",
    "经过同比比较，我们发现每年7和12月份的下降时重合的，这就能够说明活动的确对retension rate有明显的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "b0b7fcd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='cohort_index'>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cohort_rr.loc[\"200912\"].plot.line(figsize=(20,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "19cf800f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='cohort_index'>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cohort_rr.T.plot.line(figsize=(20,15))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40e46220",
   "metadata": {},
   "source": [
    "我们可以看到，retention rate 不是按照时间下降的<br>\n",
    "那么我们要思考的问题是<br>\n",
    "1. 没有符合我们的预期是不是由于我们的时间粒度有问题"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "137d40e4",
   "metadata": {},
   "source": [
    "## define churn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "dcf385bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Country</th>\n",
       "      <th>Date</th>\n",
       "      <th>cancel_invoice</th>\n",
       "      <th>GMV</th>\n",
       "      <th>first_purchase</th>\n",
       "      <th>cohort_index</th>\n",
       "      <th>cohort_month</th>\n",
       "      <th>invoice_year</th>\n",
       "      <th>invoice_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009/12/1 7:45</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>False</td>\n",
       "      <td>83.4</td>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>0</td>\n",
       "      <td>200912</td>\n",
       "      <td>2009</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Invoice StockCode                          Description  Quantity  \\\n",
       "0  489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "\n",
       "      InvoiceDate  Price  Customer ID         Country       Date  \\\n",
       "0  2009/12/1 7:45   6.95        13085  United Kingdom 2009-12-01   \n",
       "\n",
       "   cancel_invoice   GMV first_purchase  cohort_index cohort_month  \\\n",
       "0           False  83.4     2009-12-01             0       200912   \n",
       "\n",
       "   invoice_year  invoice_month  \n",
       "0          2009             12  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df[\"invoice_year\"] = data_df[\"Date\"].dt.year\n",
    "data_df[\"invoice_month\"] = data_df[\"Date\"].dt.month\n",
    "data_df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e496150e",
   "metadata": {},
   "source": [
    "计算每个用户两次购买间隔的时间长度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "5d0dfda8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>cohort_month</th>\n",
       "      <th>cohort_index</th>\n",
       "      <th>invoice_year</th>\n",
       "      <th>invoice_month</th>\n",
       "      <th>Invoice</th>\n",
       "      <th>GMV</th>\n",
       "      <th>cohort_lead</th>\n",
       "      <th>trans_gap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346</td>\n",
       "      <td>200912</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>113.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12346</td>\n",
       "      <td>200912</td>\n",
       "      <td>1</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>90.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12346</td>\n",
       "      <td>200912</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>27.05</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12346</td>\n",
       "      <td>200912</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>142.31</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12346</td>\n",
       "      <td>200912</td>\n",
       "      <td>13</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>77183.60</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12347</td>\n",
       "      <td>201010</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>611.53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>12347</td>\n",
       "      <td>201010</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1423.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>12347</td>\n",
       "      <td>201010</td>\n",
       "      <td>3</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>475.39</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>12347</td>\n",
       "      <td>201010</td>\n",
       "      <td>6</td>\n",
       "      <td>2011</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>636.25</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12347</td>\n",
       "      <td>201010</td>\n",
       "      <td>8</td>\n",
       "      <td>2011</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>382.52</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Customer ID cohort_month  cohort_index  invoice_year  invoice_month  \\\n",
       "0        12346       200912             0          2009             12   \n",
       "1        12346       200912             1          2010              1   \n",
       "2        12346       200912             3          2010              3   \n",
       "3        12346       200912             6          2010              6   \n",
       "4        12346       200912            13          2011              1   \n",
       "5        12347       201010             0          2010             10   \n",
       "6        12347       201010             2          2010             12   \n",
       "7        12347       201010             3          2011              1   \n",
       "8        12347       201010             6          2011              4   \n",
       "9        12347       201010             8          2011              6   \n",
       "\n",
       "   Invoice       GMV  cohort_lead  trans_gap  \n",
       "0        5    113.50          NaN        NaN  \n",
       "1        4     90.00          0.0        1.0  \n",
       "2        1     27.05          1.0        2.0  \n",
       "3        1    142.31          3.0        3.0  \n",
       "4        1  77183.60          6.0        7.0  \n",
       "5        1    611.53          NaN        NaN  \n",
       "6        1   1423.58          0.0        2.0  \n",
       "7        1    475.39          2.0        1.0  \n",
       "8        1    636.25          3.0        3.0  \n",
       "9        1    382.52          6.0        2.0  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_c = data_df.sort_values([\"Customer ID\",\"cohort_index\",\"Invoice\"]) \\\n",
    "    .groupby([\"Customer ID\",\"cohort_month\",\"cohort_index\",\"invoice_year\",\"invoice_month\"]) \\\n",
    "    .agg({'Invoice':'nunique',\"GMV\":\"sum\"}) \\\n",
    "    .reset_index()\n",
    "data_c[\"cohort_lead\"] = data_c.groupby([\"Customer ID\"])[\"cohort_index\"].shift(1)\n",
    "data_c[\"trans_gap\"] = data_c[\"cohort_index\"] - data_c[\"cohort_lead\"]\n",
    "data_c.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "6f780642",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_df.sort_values([\"Customer ID\",\"cohort_index\",\"Invoice\"]) \\\n",
    "    .groupby([\"Customer ID\",\"cohort_month\",\"cohort_index\",\"invoice_year\",\"invoice_month\"]) \\\n",
    "    .agg({'Invoice':'nunique',\"GMV\":\"sum\"}) \\\n",
    "    .reset_index()\n",
    "data_c[\"cohort_lead\"] = data_c.groupby([\"Customer ID\"])[\"cohort_index\"].shift(1)\n",
    "data_c[\"trans_gap\"] = data_c[\"cohort_index\"] - data_c[\"cohort_lead\"]\n",
    "data_df.to_csv(\"month.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5bdd1b1",
   "metadata": {},
   "source": [
    "### wrong index\n",
    "不能够用以下的方式进行计算：因为我们的分子不是用户数而是交易数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "2fd9c104",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    19130.000000\n",
       "mean         2.680345\n",
       "std          2.705608\n",
       "min          1.000000\n",
       "25%          1.000000\n",
       "50%          2.000000\n",
       "75%          3.000000\n",
       "max         23.000000\n",
       "Name: trans_gap, dtype: float64"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_c[\"trans_gap\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "3d862d8d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='trans_gap', ylabel='Density'>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(data_c[\"trans_gap\"].dropna(),bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "270e85a1",
   "metadata": {},
   "source": [
    "### right index\n",
    "我们需要首先将分母定义为用户数，因此需要使用groupby对 Customer ID进行分组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "89300455",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>cohort_month</th>\n",
       "      <th>Invoice</th>\n",
       "      <th>GMV</th>\n",
       "      <th>trans_gap</th>\n",
       "      <th>duration</th>\n",
       "      <th>last_gap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346</td>\n",
       "      <td>200912</td>\n",
       "      <td>12</td>\n",
       "      <td>77556.46</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12347</td>\n",
       "      <td>201010</td>\n",
       "      <td>7</td>\n",
       "      <td>5408.50</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12348</td>\n",
       "      <td>201009</td>\n",
       "      <td>5</td>\n",
       "      <td>2019.40</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12349</td>\n",
       "      <td>200912</td>\n",
       "      <td>4</td>\n",
       "      <td>4428.69</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12350</td>\n",
       "      <td>201102</td>\n",
       "      <td>1</td>\n",
       "      <td>334.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12351</td>\n",
       "      <td>201011</td>\n",
       "      <td>1</td>\n",
       "      <td>300.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>12352</td>\n",
       "      <td>201011</td>\n",
       "      <td>10</td>\n",
       "      <td>2849.84</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>12353</td>\n",
       "      <td>201010</td>\n",
       "      <td>2</td>\n",
       "      <td>406.76</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>12354</td>\n",
       "      <td>201104</td>\n",
       "      <td>1</td>\n",
       "      <td>1079.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12355</td>\n",
       "      <td>201005</td>\n",
       "      <td>2</td>\n",
       "      <td>947.61</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Customer ID cohort_month  Invoice       GMV  trans_gap  duration  last_gap\n",
       "0        12346       200912       12  77556.46   3.250000        13        11\n",
       "1        12347       201010        7   5408.50   2.000000        12         2\n",
       "2        12348       201009        5   2019.40   3.000000        12         3\n",
       "3        12349       200912        4   4428.69   6.333333        23         1\n",
       "4        12350       201102        1    334.40        NaN         0        10\n",
       "5        12351       201011        1    300.93        NaN         0        13\n",
       "6        12352       201011       10   2849.84   3.000000        12         1\n",
       "7        12353       201010        2    406.76   7.000000         7         7\n",
       "8        12354       201104        1   1079.40        NaN         0         8\n",
       "9        12355       201005        2    947.61  12.000000        12         7"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算最后一次交易和时间节点之间的时间差，作为最后一个交易间隔\n",
    "data_c[\"last_gap\"] = (2011 - data_c[\"invoice_year\"])*12+(12 - data_c[\"invoice_month\"])\n",
    "# duration : 用户交易距离首次交易的间隔最大值\n",
    "# last_gap : 用户交易距离计算末月的间隔最小值\n",
    "data_c2 = data_c.groupby([\"Customer ID\",\"cohort_month\"]) \\\n",
    "            .agg({\"Invoice\":\"sum\",\n",
    "                  \"GMV\":\"sum\",\n",
    "                  \"trans_gap\":\"mean\",\n",
    "                  \"cohort_index\":\"max\",\n",
    "                  \"last_gap\":\"min\"}) \\\n",
    "            .reset_index() \\\n",
    "            .rename(columns={\"cohort_index\":\"duration\"})\n",
    "data_c2.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "8b0b907d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    4036.000000\n",
       "mean        4.044379\n",
       "std         3.369243\n",
       "min         1.000000\n",
       "25%         1.818182\n",
       "50%         3.000000\n",
       "75%         5.000000\n",
       "max        23.000000\n",
       "Name: trans_gap, dtype: float64"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_c2[\"trans_gap\"].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "9c8d7a65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='trans_gap', ylabel='Density'>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(data_c2[\"trans_gap\"],bins=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61db87ff",
   "metadata": {},
   "source": [
    "我们定义：如果用户超过5个月没有购买行为，我们就确定为他是流失用户<br>\n",
    "我们这里采用的是75%Quatile"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b7fe2ff",
   "metadata": {},
   "source": [
    "# tag customer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "9c10cc31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>cohort_month</th>\n",
       "      <th>Invoice</th>\n",
       "      <th>GMV</th>\n",
       "      <th>trans_gap</th>\n",
       "      <th>duration</th>\n",
       "      <th>last_gap</th>\n",
       "      <th>churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346</td>\n",
       "      <td>200912</td>\n",
       "      <td>12</td>\n",
       "      <td>77556.46</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12347</td>\n",
       "      <td>201010</td>\n",
       "      <td>7</td>\n",
       "      <td>5408.50</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12348</td>\n",
       "      <td>201009</td>\n",
       "      <td>5</td>\n",
       "      <td>2019.40</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12349</td>\n",
       "      <td>200912</td>\n",
       "      <td>4</td>\n",
       "      <td>4428.69</td>\n",
       "      <td>6.333333</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12350</td>\n",
       "      <td>201102</td>\n",
       "      <td>1</td>\n",
       "      <td>334.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Customer ID cohort_month  Invoice       GMV  trans_gap  duration  last_gap  \\\n",
       "0        12346       200912       12  77556.46   3.250000        13        11   \n",
       "1        12347       201010        7   5408.50   2.000000        12         2   \n",
       "2        12348       201009        5   2019.40   3.000000        12         3   \n",
       "3        12349       200912        4   4428.69   6.333333        23         1   \n",
       "4        12350       201102        1    334.40        NaN         0        10   \n",
       "\n",
       "   churn  \n",
       "0      1  \n",
       "1      0  \n",
       "2      0  \n",
       "3      0  \n",
       "4      1  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 当该用户最后一次交易距离计算结束日期大于5个月时，我们就定义该用户流失\n",
    "data_c2[\"churn\"] = data_c2[\"last_gap\"].apply(lambda row: 1 if row>5 else 0)\n",
    "data_c2.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17a75f31",
   "metadata": {},
   "source": [
    "## 计算总体流失率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "40be22a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "churn\n",
       "0    0.560567\n",
       "1    0.439433\n",
       "Name: count, dtype: float64"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算一下总体流失率\n",
    "data_c2[\"churn\"].value_counts()/data_c2[\"Customer ID\"].nunique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97b196d5",
   "metadata": {},
   "source": [
    "## 计算不同同期群的流失率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "55fd62d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cohort_month</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>churn</th>\n",
       "      <th>churn_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200912</td>\n",
       "      <td>1030</td>\n",
       "      <td>380</td>\n",
       "      <td>0.368932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201001</td>\n",
       "      <td>382</td>\n",
       "      <td>191</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201002</td>\n",
       "      <td>363</td>\n",
       "      <td>181</td>\n",
       "      <td>0.498623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201003</td>\n",
       "      <td>426</td>\n",
       "      <td>232</td>\n",
       "      <td>0.544601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201004</td>\n",
       "      <td>284</td>\n",
       "      <td>155</td>\n",
       "      <td>0.545775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>201005</td>\n",
       "      <td>253</td>\n",
       "      <td>149</td>\n",
       "      <td>0.588933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>201006</td>\n",
       "      <td>263</td>\n",
       "      <td>158</td>\n",
       "      <td>0.600760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>201007</td>\n",
       "      <td>183</td>\n",
       "      <td>102</td>\n",
       "      <td>0.557377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>201008</td>\n",
       "      <td>158</td>\n",
       "      <td>81</td>\n",
       "      <td>0.512658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>201009</td>\n",
       "      <td>240</td>\n",
       "      <td>138</td>\n",
       "      <td>0.575000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>201010</td>\n",
       "      <td>373</td>\n",
       "      <td>212</td>\n",
       "      <td>0.568365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>201011</td>\n",
       "      <td>321</td>\n",
       "      <td>192</td>\n",
       "      <td>0.598131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>201012</td>\n",
       "      <td>76</td>\n",
       "      <td>48</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>201101</td>\n",
       "      <td>71</td>\n",
       "      <td>44</td>\n",
       "      <td>0.619718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>201102</td>\n",
       "      <td>123</td>\n",
       "      <td>70</td>\n",
       "      <td>0.569106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>201103</td>\n",
       "      <td>178</td>\n",
       "      <td>91</td>\n",
       "      <td>0.511236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>201104</td>\n",
       "      <td>105</td>\n",
       "      <td>50</td>\n",
       "      <td>0.476190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>201105</td>\n",
       "      <td>108</td>\n",
       "      <td>51</td>\n",
       "      <td>0.472222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>201106</td>\n",
       "      <td>108</td>\n",
       "      <td>47</td>\n",
       "      <td>0.435185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>201107</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>201108</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>201109</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>201110</td>\n",
       "      <td>221</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>201111</td>\n",
       "      <td>192</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cohort_month  Customer ID  churn  churn_rate\n",
       "0        200912         1030    380    0.368932\n",
       "1        201001          382    191    0.500000\n",
       "2        201002          363    181    0.498623\n",
       "3        201003          426    232    0.544601\n",
       "4        201004          284    155    0.545775\n",
       "5        201005          253    149    0.588933\n",
       "6        201006          263    158    0.600760\n",
       "7        201007          183    102    0.557377\n",
       "8        201008          158     81    0.512658\n",
       "9        201009          240    138    0.575000\n",
       "10       201010          373    212    0.568365\n",
       "11       201011          321    192    0.598131\n",
       "12       201012           76     48    0.631579\n",
       "13       201101           71     44    0.619718\n",
       "14       201102          123     70    0.569106\n",
       "15       201103          178     91    0.511236\n",
       "16       201104          105     50    0.476190\n",
       "17       201105          108     51    0.472222\n",
       "18       201106          108     47    0.435185\n",
       "19       201107          102      0    0.000000\n",
       "20       201108          106      0    0.000000\n",
       "21       201109          187      0    0.000000\n",
       "22       201110          221      0    0.000000\n",
       "23       201111          192      0    0.000000"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算一下不同同期群的流失率\n",
    "data_c3 = data_c2.groupby('cohort_month') \\\n",
    "            .agg({\"Customer ID\":\"nunique\",\n",
    "                  \"churn\":\"sum\"}) \\\n",
    "            .reset_index()\n",
    "data_c3[\"churn_rate\"] = data_c3[\"churn\"] / data_c3[\"Customer ID\"]\n",
    "data_c3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45eb5c95",
   "metadata": {},
   "source": [
    "在研究节点前5个月的用户都是非流失客户，这是模型流失定义本身决定的，<br>因此201107-201111这五个月间的流失率均为0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "0e4213b2-8ee2-4de5-b973-323ae9376d51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p1r3fV2vd3z8EcpmAE1eu4lJBudTpkB2RvABau3Yt5s6diwULFiAhIQEjRozAxIkTkZGRcdP3TJs2Dbt27cLnn3+O5ORkrFmzBt26dTM+f+jQIUyfPh0zZ87EqVOnMHPmTEybNg1HjhyxxCUREVlMvU6PN38x7Pc1c0gYogLcJc7ItPw0atwR5QsAWMcNUsmEBFHiBRYGDx6M/v3749NPPzUei46Oxr333ovFixdf9/pt27bhz3/+M1JTU+Hl5XXDc06fPh1arRZbt241HpswYQI6dOiANWvW3DYnrVYLDw8PlJWVQaPRtOGqiCznQp4Wb2w8i8uFlVjz+BB08XOTOiWyoC/2p2HRpnPo4KLEnhfvgIeLUuqUTG7H2Tw88dUJ+Lg54dD8sVDa2MKOZDmt+fyW9H9RXV0dTpw4gXHjxjU7Pm7cOBw8ePCG79m4cSMGDBiA9957D8HBwejatStefPFFVFdXG19z6NCh6845fvz4m56ztrYWWq222YPI2pXX1GPRL+cw6eP9OJxagsLyWizbfUnqtMiCiitq8a+dFwEAL43vZpfFDwDc0c0PPm4qFFXUYdf5AqnTITshaQFUVFQEnU4Hf3//Zsf9/f2Rl5d3w/ekpqZi//79OHPmDDZs2IClS5fihx9+wNNPP218TV5eXqvOuXjxYnh4eBgfoaGh7bwyIvMRRRE/J2ZjzAd78cWBNOj0IoY3rvb7y6kc5JZV3+YMZC/e35GM8poG9AjSGPfPskdKuQx/jDFskLqOg6HJRKyiHfH3A/ZEUbzpID69Xg9BEPDNN99g0KBBuPvuu/Hhhx9i1apVzVqBWnPO+fPno6yszPjIzOQPGFmnlPxyzFhxBM99l4jC8lpE+Ljiy0cG4evHBmNIJy806EWsOpAudZpkAUlZZfiucYHAN+/pAbnMfgY+38i0xjWB9iQXIK+sRuJsyB5IWgD5+PhALpdf1zJTUFBwXQtOk8DAQAQHB8PDw8N4LDo6GqIoIivLMEAuICCgVedUqVTQaDTNHkTWpLK2AYu3nsfEj+JxKLUYKoUM8+7qim1zR2BUV8MA0cdHdAIAfHskA+U19VKmS2ZWr9Pjb+tPQxSBqX2DMCD8xuMh7UlnXzcMDO8AvQj8cIK/pFL7SVoAOTk5ISYmBnFxcc2Ox8XFITY29obvGTZsGHJyclBRUWE8dvHiRchkMoSEGNaLGDp06HXn3LFjx03PSWStRFHElqRc3PnhXvxvbyoa9CLujPbHzhdG4dmxkVApri12d0eUHzr7uqK8tgFruXWAXfvvnss4l6uFp4sSr07qLnU6FtPUCrTueBb0em6QSu0jeRfYCy+8gM8++wxffPEFzp8/j+effx4ZGRmYM2cOAEP31KxZs4yvnzFjBry9vfHwww/j3Llz2LdvH1566SU88sgjcHZ2BgA899xz2LFjB5YsWYILFy5gyZIl2LlzJ+bOnSvFJRK1SWphBWZ9cRR/+eYkcstqEOrljM9nD8Bnswcg1Ov6PZ5kMgGPNbYCrTyQjgad3tIpkwVczC/Hx7+mAADemNIDvu4qiTOynEm9A+GmUiCjpAqH04qlTodsnOQF0PTp07F06VIsWrQIffv2xb59+7BlyxaEhYUBAHJzc5utCeTm5oa4uDiUlpZiwIABeOCBBzBlyhR8/PHHxtfExsbiu+++w8qVK9G7d2+sWrUKa9euxeDBgy1+fUStVV2nw/vbkzFhaTziU4rgpJDhr2MjEff8KIyNvnE3bpM/9AuGj5sTskurseXMjQf9k+1q0Onx0venUK8TMbabH6b2DZI6JYtycVJgSh9ukEqmIfk6QNaI6wCRFERRRNy5fLz5yzlklxoG9I/q6os37+mBcB/XFp/no50p+NfOi+gV7IGNzwyzq1WBHd3/9l7G4q0X4K5WIO75UQjwUEudksUlZFzFHz45CJVChqML7oSHs31O/ae2sZl1gIjIIKO4Co9+eRxPfHUC2aXVCPZ0xn8fjMGqhwe2qvgBgJlDw6BSyJCUXYYjaSVmypgs7XJhBT6IM6z589qk7g5Z/ABA31BPRPm7o7ZBj42J2VKnQzaMBRCRhGrqdVi68yLu/Nde/HqhAEq5gL+M7oy4F0ZiQs+ANrXeeLk6GTeQXLEv1dQpkwR0ehF/++E06hr0GBHpY/z3dUSCIGBa45pH3CCV2oMFEJFEdicXYPzSfVi6MwV1DXoM7+KDbXNH4uUJ3eDipGjXuR8d3gmCAOy6UIBLBRW3fwNZtdWH0nH8ylW4Osmx+L5eDt+t+Yd+wVDKBZzJ1uJsTpnU6ZCNYgFEZGFZV6vwxOrjeHjlMVwproK/RoX/zOiHrx4dhM6+ptnHK8LHFXc1Dpj+fD9bgWzZleJKvLctGQDwyt3RCOlw/QxAR+Pl6oRx3QMAcDA0tR0LICILqWvQY9nuS7jzw73YcS4fCpmAJ0Z2wq55ozG5d5DJf6t/fKRhSvz6k9koqqg16bnJMvR6Ea+sT0J1vQ5DOnnhgUEdpU7JajR1g/2UmIOaep3E2ZAtYgFEZAH7U4ow4aN9+Of2ZNTU6zE4wgtbnhuBv98dDTdV+7q7bmZAWAf0DfVEXYMeqw9dMUsMMq81xzJwKLUYaqUMS/7YGzI73+6iNYZ38UGQhxpl1fXYfpZLPlDrsQAiMrN/br+ABz8/gtTCSvi4qbB0el9898QQdPV3N2tcQRCM22N8ffgKquv4W7ItyS6txuItFwAYdnoP827dbEB7J5cJuN+4MjS7waj1WAARmVF2aTX+u9cwBueh2HD8+uIo3Nsv2GKDWMf38EeolzNKKuuw/mSWRWJS+4miiPk/JqGitgExYR3wUGy41ClZpT/FhEAQgAOXipFZUiV1OmRjWAARmdHK/WnQ6UUM6+KNN+7pAY3asou2KeQyPDIsAgDw+f407p9kI74/kYV9FwvhpDB0fdn7Tu9tFerlgmGdfQAA37MViFqJBRCRmZRV12PNUcM2Lk1dUVKYNiAUGrUCaUWV2Hk+X7I8qGXytTV4a9M5AMALd3VFFz/TzAy0V02Dob8/kQUdC3xqBRZARGay5mgGKut0iPJ3x6iuvpLl4apS4MEhhr31VsRzSrw1E0URCzYkobymAb1DPPDY8AipU7J647r7w8NZidyyGsSnFEqdDtkQFkBEZlDXoMfKA2kADNPRpV64bnZsOJRyAcfSryIh46qkudDNbTyVg53nDSuC//P+PlDIeYu+HbVSjj/0CwbAwdDUOvzpIjKDX07lIF9bC3+NCvf0kX7Hbn+NGlP7Gj4kPotPkzgbupHC8los3HgWAPDsmEhEBZh3lqA9mdY4GyzuXD6KueYVtRALICITE0XR2NX0UGwEnBTW8WP22AhDd8rWM7mcMWOFFm48g9KqekQHavDU6M5Sp2NTugdp0CvYA/U6ERsSuEEqtYx13JmJ7Eh8ShEu5JXD1UmOGYOtZ+XebgEajOzqC71omBFG1mNLUi62JOVBLhPwz/t7Q8mur1ZrGgy97ngmRJGDoen2+FNGZGJNrT/TB3aEh7Nlp73fzuONrUDrjmeirKpe4mwIAEoq6/D6z2cAAE+N6oyewR4SZ2Sb7ukTBJVChov5FUjILJU6HbIBLICITOhcjhbxKUWQywQ8Mjxc6nSuM7yLD7oFuKOqTodvjnJ7DGuw6JezKKqoQ6SfG54d20XqdGyWh7MSd/cKBMANUqllWAARmVBT68+kXoFWuWv3b7fHWHUgHXUNeokzcmw7z+Xjp8QcyATgvft7Q6WQS52STWsaDP3LqRxU1jZInA1ZOxZARCaSU1qNX07lAJB24cPbmdInCP4aFQrKa7GxMV+yvLLqeiz4KQkA8NiITujXsYPEGdm+IZ28EObtgso6HTYn5UqdDlk5FkBEJrLqYDoa9CKGdvJGrxDrHcfhpJDh4cbtMT6LT+WAUYm8s/kc8rW1iPBxxQt3dZU6HbsgCIKxFYjdYHQ7LICITEBbU49vjxi2vXhipPW2/jT5v0Ed4eokx4W8csSnFEmdjsPZe7EQ645nQWjs+lIr2fVlKn/sHwKZABy/chWXCiqkToesGAsgIhNYezQTFbUNiPRzk3Tbi5bycFZi+kDDFH1uj2FZ5TX1mL/+NABg9tBwDAz3kjgj+xLgocboKD8A3CCVbo0FEFE71ev0+KJp24sRnSCzkZ27Hx4WDplgWLfofK5W6nQcxpJtF5BTVoNQL2e8PCFK6nTs0vTGNYHWn8xCvY4D/enGWAARtdOm0znILauBr7sKU/tJv+1FS4V6uRinDTtaK1CDRB+KBy8X4evDhq7SJff1houTQpI87N2Ybn7wcVOhqKIOv14okDodslIsgIjaQRRFLN9naP15KDbc5qYxN81W25iYg7yyGomzsYxVB9LQZcFWTP3PfqzYl4qc0mqLxK2qa8Ar6w2zvmYM7ojYLj4WieuIlHIZ/ti/cYNUDoamm2ABRNQOBy4V43yuFi5OcjxgRdtetFSfUE8MivBCg17EqoPpUqdjdqIo4stDhgUgT2WV4Z0t5xH7j19x3ycH8MX+NORrzVcE/nN7MjJKqhDoocb8id3MFocM/tQ4G2x3coFZ/13JdrEAImqH5Y1dR9MGhMLTxUnibNqmqRXomyNXUGHni8ddKqhAWlElnOQyLJzSHYMivCAIwMmMUizadA5DFu/CtP8dwupD6SgsN92u4sfTS4wF5uL7esFdbV1bpNijLn5uGBDWAXoR+OFEltTpkBViAUTURudztdh3sRAyAXh0eITU6bTZ2G5+6OTjivKaBrvvLthxLh8AMKyLNx4eFoF1Tw7FoVfG4vXJ3RET1gGiCBxNK8HrP5/F4Hd3YsaKw/j2SAZKKuvaHLOmXoeXfzgNUQTujwkxzlAi82vaIPV7bpBKN8ACiKiNPos3jP2Z2CsQoV7Wt+1FS8lkAh5t3CT18/1pkg0QtoQdZ/MAAON6BBiPBXio8cjwCKx/KhYHXhmDBXdHo0+IB/QicPByMf6+IQkD39mJmZ8fwbpjrd9E9l87LyK1qBJ+7iq8Nqm7Sa+Hbm1Sr0C4OsmRXlyFI2klUqdDVoYFEFEb5JXVYOOpbADAE1a87UVL/bF/CLxcnZBdWo1tjUWCvcktq8aprDIIAnBntP8NXxPs6YzHR3bCz88MR/zLd+BvE7qhR5AGOr2I+JQivLz+NAa8E4eHVx7F+hNZ0Nbcuhg6lVmKFfsM3aTv/KEXPFzY9WVJrioFpvQxzMy099ZNaj0WQERtsPJgGup1IgZHeKFPqKfU6bSbWinHrKFhAIAV++xze4y4xu6vmI4d4Ouuuu3rQ71c8NToztj81xH4dd4ozLurK7oFuKNeJ2J3ciHmfX8KA97aicdXH8fPidnXjZ+qbdDhpR9OQS8C9/QJwl3db1x0kXk1dYNtOZN724KVHAsLIKJWKq+px7eHbWfbi5aaOSQMKoUMp7LKcCz9qtTpmNx2Y/dX6wuRTr5ueHZsJLbNHYm450fiubGR6OzrijqdHnHn8vHcd4mIeSsOT319AptP56K6Todlv17CxfwKeLs64Y17epj6cqiF+oV6ItLPDTX1emxM5Oa/dA0LIKJWWnssE+W1Dejs64o77GhAq7ebCn+MCQEALN9nXwsjllXV43CqYQzIuO4Bt3n1rUX6u+P5u7pi5wujsPW5EXjmji4I93ZBbYMeW8/k4elvT6L/W3FYtucyAGDR1J7wcrXNGYL2QBCEZitDEzVhAUTUCvU6PVYeSAdgW9tetFTTbLad5/NxudB+NpL8NTkfOr2IKH93hPu4muScgiAgOlCDF8dHYfeLo7Hp2eF4clQnhHRwRnW9Djq9iAk9AnB3r/YVXNR+U/oEQRCAhIxSZF2tkjodshIsgIhaYUtSLrJLq+Hj5oR7+wVLnY7JdfZ1Mw4Q/nx/msTZmM72M4bxP23p/moJQRDQM9gD8ydGI/7lO/DT08Pw1r098f60PhAE+yqSbZG/Ro1BjZvObknKlTgbshYsgIhayLDthaFraPbQcKiVtrXtRUs93jglfv2JLBRXmG4xQKnU1Ouw92IhAGB8D/O3xgiCgL6hnpg5JAxuKu71ZS0m9zbse7f5NAsgMmABRNRChy4X42yOFs5KOR4cEiZ1OmYzKMILfUI8UNugx1eHr0idTrvFpxShul6HYE9n9AjSSJ0OSWRCz0DIBMMWKBnF7AYjFkBELXZt24sQdLDjQa2CIOCxxrWNVh+6gpp6ncQZtU/T4od3dfdnd5QD83VXYWhnbwDApiTOBiMWQEQtkpxXjj3Jhm0vHrHhbS9aamLPAAR7OqOksg4/nsyWOp02a9DpsfO8ecf/kO2Y1MuwKCK7wQhgAUTUIp81tv5M6BmAMG/TzCKyZgq5zDgj7LP4VOj1trkw4vErV3G1qh6eLkrjIFhyXBN6BkAuE3A2R4u0okqp0yGJsQAiuo0CbQ1+SjS0gjxuB9tetNS0gaFwVyuQWlSJXy8USJ1Om+w4a2j9GdvNHwo5b3eOzsvVCbGN3WCbT7MbzNHxjkB0G6sOpqNeJ2JgeAf069hB6nQsxk2lwAODDYO9m8Y/2RJRFNu1+jPZpym9Dd1gm9gN5vBYABHdQkVtA75unAnlSK0/TR6KDYdCJuBoWglOZZZKnU6rnMvVIru0GmqlDCMjfaVOh6zE+B4BUMoFXMgrx6WCcqnTIQmxACK6hXXHMqGtaUAnH9eb7iBuzwI81Linr+E35hU21gq0vbH7a2SkL5yd7HPNJmo9DxclhnfxAcBWIEfHAojoJhp0euNqyI/Z4bYXLfXYcEPL15akXGSW2M76KU3T3y2x+CHZlsm/6QYTRdsc4E/txwKI6Ca2nslDdmk1vF2dcF9/+9v2oqW6B2kwItIHehHGfdCsXUZxFS7klUMuEzCmm/1sWEumcVcPfzjJZbhUUIHkfHaDOSoWQEQ38NttL2bZ8bYXLdW0MOLaYxkoq66XOJvb23HO0PozKNzLrhetpLbRqJUY2dUwLoxrAjkuFkBEN3AkrQRJ2WVQKWSYOdR+t71oqZGRPugW4I7KOh3WHM2QOp3bapr+Pp6zv+gmpvQx7A3GbjDHxQKI6AaaWn/+NCAEXmxBgCAIxhWwVx9MR4NOL3FGN1dUUYtjV0oAAHdx/A/dxNhof6gUMqQVVeJcrlbqdEgCLICIficlvxy/XiiAIFwbAEzAPX2C4O3qhJyyGuMMK2u063w+RBHoFeyBYE9nqdMhK+WmUuCOKMP4MM4Gc0wsgIh+57N4w8yv8d0DEO5j/9tetJRaKccDQwzdgV8cSJM4m5tr6v4a153dX3Rrk43dYDnsBnNALICIfqOgvAYbEhq3vRjJ1p/fe3BIRyjlAk5cuYpEK1wYsaK2AfGXigAA49j9RbcxppsfnJVyZJZUIym7TOp0yMJYABH9xuqDV1Cn0yMmrANiwhxn24uW8nNXY0ofwxoqK62wFWjfxULUNegR7u2Crv5uUqdDVs7FSYEx0ewGc1RWUQB98skniIiIgFqtRkxMDOLj42/62j179kAQhOseFy5cML5m1apVN3xNTU2NJS6HbFRVXQO+cuBtL1rqkWGGwdCbT+cir8y6fqau7f0VAEFwzIUrqXUm9zJ0g23mbDCHI3kBtHbtWsydOxcLFixAQkICRowYgYkTJyIj49ZTbZOTk5Gbm2t8REZGNnteo9E0ez43Nxdqtdqcl0I2bt2xTJRV1yPc2wV3cfzITfUM9sCgCC806EV8dThd6nSM6hr0xl3rOf2dWuqObn5wdZIju7QaCVbYrUvmI3kB9OGHH+LRRx/FY489hujoaCxduhShoaH49NNPb/k+Pz8/BAQEGB9yefOF6gRBaPZ8QADHA9DNNej0+LyxS+fREZ0gd9BtL1qqqRXo2yMZqK7TSZyNweHUYpTXNMDHTYW+oey+pJZRK+W4s/EXnk2n2A3mSCQtgOrq6nDixAmMGzeu2fFx48bh4MGDt3xvv379EBgYiLFjx2L37t3XPV9RUYGwsDCEhIRg8uTJSEhIuOm5amtrodVqmz3IsWw/m4/Mkmp4uTrh/v4hUqdj9e7q7o9QL2dcrao3DhqXWtPqz3d192MBS60yqbEbbEtSLvR6doM5CkkLoKKiIuh0Ovj7N2+u9vf3R15e3g3fExgYiOXLl2P9+vX48ccfERUVhbFjx2Lfvn3G13Tr1g2rVq3Cxo0bsWbNGqjVagwbNgwpKSk3POfixYvh4eFhfISGhpruIsnqGba9uAwAmDkkjDuHt4BcJuChWEMr0BcH0iQfO6HXi4g71zj9nbO/qJVGRfnCXaVAnrYGJzKuSp0OWYjkXWAArhusKIriTQcwRkVF4fHHH0f//v0xdOhQfPLJJ5g0aRLef/9942uGDBmCBx98EH369MGIESOwbt06dO3aFf/+979veM758+ejrKzM+MjMzDTdxZHVO5Z+FaeyuO1Fa00bEAI3lQKXCioQn1IkaS6nskqRr62Fm0qB2M7ekuZCtkelkOOuxnFj3BvMcUhaAPn4+EAul1/X2lNQUHBdq9CtDBky5KatOwAgk8kwcODAm75GpVJBo9E0e5DjaNr24o8xIfBxU0mcje1wVyvxpwGG7kKpF0bc0dj6MzrKFyoFW/Co9Sb3bpwNlpQLHbvBHIKkBZCTkxNiYmIQFxfX7HhcXBxiY2NbfJ6EhAQEBgbe9HlRFJGYmHjL15BjulxYgZ3n8yEIwKONe11Ryz0UGw5BAPYkF+JSQYVkefx2+jtRWwzv4guNWoHC8locTSuROh2yAIXUCbzwwguYOXMmBgwYgKFDh2L58uXIyMjAnDlzABi6p7Kzs7F69WoAwNKlSxEeHo4ePXqgrq4OX3/9NdavX4/169cbz/nmm29iyJAhiIyMhFarxccff4zExEQsW7ZMkmsky2rQ6VFR24DymgaUVdejvKYB5TX10Db+WV7TAG3j8abVX++M9kdnXy6c11ph3q64M9ofcefysepgGt6+t5fFc7hUUIHUwkoo5QJGR/laPD7ZByeFDON7BOD7E1nYnJSDoexKtXuSF0DTp09HcXExFi1ahNzcXPTs2RNbtmxBWJhhLEZubm6zNYHq6urw4osvIjs7G87OzujRowc2b96Mu+++2/ia0tJSPPHEE8jLy4OHhwf69euHffv2YdCgQRa/Pmq7itoGXMjVQvubosVQxDQYj/2+oCmvqUdlG6ZlzxnFhQ/b6pFhEYg7l4/1J7Lx4rgoeLo4WTR+0+yv2M4+0KiVFo1N9mVynyB8fyILW5Py8MaUHlDIrWKYLJmJIEo9fcMKabVaeHh4oKysjOOBJKLTi5iwdB9S2tGt4qyUw12tgLtaAY2zEu5qJTRqhfFPwzEFuvi5IbazjwmzdyyiKOLuj/fjfK4Wr0zshjmjOls0/tRlB3AqsxTv/KEnHhjMQezUdvU6PQa9sxNXq+rxzWODMawL7wu2pjWf35K3ABHdyK8XCpBSUAGVQoau/u7XChm1oZBx/00Bo/ltYeOsMD6v5G9vFiEIAh4ZFo6XfjiNLw+m49HhERb73ueV1eBUZikEAVy9m9pNKZdhQs8ArDmaiU2nc1gA2TkWQGSVvjyYDsAwyHb+3dHSJkO3NaVPEJZsu4DcshpsP5uHyb2DLBI3rrH7q1+oJ/zcudUNtd/k3kFYczQTW8/kYdHUnvxFyo7xX5aszqWCcuy/VASZADw4hF0atkCtlBu7nz7fb7kp8Tu4+CGZ2OAIL/i4OaG0qh4HLxdLnQ6ZEQsgsjpfHjTsyD422h+hXi4SZ0Mt9eCQMDjJZUjIKMVJC6ymW1Zdj0ONH1DjWQCRiSgau8EAYNOpHImzIXNiAURWRVtTj/UnswAYur/Idvi6q3BPX0PX18oD6WaPt/tCARr0IiL93BDh42r2eOQ4mrpwt5/NQ12DXuJsyFxYAJFV+eF4FqrqdIj0c+OWBjbo4WHhAAybSuaWVZs1VtP0d7b+kKkNDPeCr7sK2poG7L9UKHU6ZCYsgMhq6PUiVh9KBwDMig2/6X5wZL16BHlgSCcv6PQiVh+6YrY4NfU67Ek2fDCN68HZX2Racplg3CF+0ynuDWavWACR1dibUoj04iq4qxW4r1+w1OlQGz0yzLClyLdHMlDdhkUpW+LApSJU1ekQ6KFGr2APs8Qgx9a0N1jcuXzU1Jvn/zFJiwUQWY2mqe9/igmFq4orNNiqsdH+6OjlgrLqevyYkGWWGMa9v7r7s6WQzKJ/xw4I0KhRXtuAfRfZDWaPWACRVUgrqsSe5EIIAjBrKKe+2zK5TDAOYP9ifxr0Jt5ZW6cXsfN8AQBOfyfzkckETGpsBdp0mt1g9ogFEFmFprE/o7v6IpwzemzenwaEwE2lwOXCSsRfKjLpuU9cuYqSyjp4OCsxKMLLpOcm+q2mbrCd59kNZo9YAJHkKmsb8MNxQ1fJbE59twvuaiWmDQgFYGgFMqWm7q+x3fy4Si+ZVd9QTwR7OqOqTofdFwqkTodMjHcPktyPJ7NQXtuACB9XjIz0lTodMpGHYsMhCMDei4W4VFBuknOKomic/s7ZX2RugiAYW4E2JbEbzN6wACJJiaKILxunS88aGgaZjANa7UVHbxfcFW0oUr4w0cKI53PLkVlSDZVChpFdWSyT+TWNA/r1fAGq6hokzoZMiQUQSerApWJcKqiAq5Mc98eESJ0Omdgjww1T4n88mYWrlXXtPl9T68+ISF+4OHGmIJlfr2APdPRyQXW9DrvOsxvMnrAAIkmtapz6/seYELirldImQyY3OMILPYI0qKnXY82xjHafb8dZw+an49n9RRby226wzZwNZldYAJFkMkuqsOuC4QNt1tBwaZMhsxAEwbgw4uqDV1Cva/u+SpklVTiXq4VMMKw1RGQpTd1gu5MLUFHLbjB7wQKIJPPV4SsQRWBEpA+6+LlJnQ6ZyeQ+gfBxUyFPW4OtZ/LafJ4d5wzF8qAIL3i5OpkqPaLb6h6oQScfV9Q26LHrfL7U6ZCJsAAiSVTX6bD2WCYAYDZbf+yaSiHHzCGGxS3bMyX+2urPXPyQLEsQri2K+Av3BrMbLIBIEj8lZqOsuh6hXs64o5uf1OmQmT0wpCOc5DIkZpbiZMbVVr+/uKIWx9NLAAB3dWf3F1ne5N5BAIB9FwtRVl0vcTZkCiyAyOJEUTTu+zVrSDjknPpu93zcVJja1/AB0pZWoF3nC6AXgR5BGoR6uZg6PaLbigpwR6SfG+p0euw8x24we8ACiCzuSFoJLuSVw1kpN64WTPbv4cbB0FvP5CGntLpV7zUufsjuL5LQtb3BciTOhEyh3QVQTU2NKfIgB9LU+nNvv2B4uHDqu6PoHqTB0E7e0OlFrG5c/LIlKmsbsC/FsJ/Y+J7s/iLpNHWDxacUoayK3WC2rk0FkF6vx1tvvYXg4GC4ubkhNTUVAPDaa6/h888/N2mCZF9ySquNs3lmx3LXd0fTtDDimqMZLV5Vd9/FQtQ16NHRywVR/u7mTI/olrr4uaFbgDsa9KJxUD7ZrjYVQG+//TZWrVqF9957D05O16aj9urVC5999pnJkiP78/XhK9DpRQzp5IVuARqp0yELG9PND2HeLiirrsf6k9ktek9TwTyuuz8EgePFSFpNiyL+wm4wm9emAmj16tVYvnw5HnjgAcjlcuPx3r1748KFCyZLjuxLTb0O3zVOfX8oNkLibEgKcpmAh2LDAQArD6RBrxdv+fp63bV1V8b35Pgfkt6kxm6wg5eLUWKC7V1IOm0qgLKzs9GlS5frjuv1etTXs1+UbuyXUzkoqaxDsKcz7ozm1HdH9acBoXBXKZBaWIm9KYW3fO2R1BJoaxrg7eqE/h07WChDopuL8HFFjyANdHoR29qxsCdJr00FUI8ePRAfH3/d8e+//x79+vVrd1Jkfwy7vqcDAB4cEgaFnBMQHZWbSoHpAw2z/243Jb5p9tdd3f25XAJZjabB0JwNZtvatJ3ywoULMXPmTGRnZ0Ov1+PHH39EcnIyVq9ejU2bNpk6R7IDJzOu4ky2FiqFDH8eyKnvjm52bDi+OJCG+JQiXMwvR9cbDG7W60Xj5qfjuPkpWZHJvQOxZNsFHE4tRmF5LXzdVVKnRG3Qpl/Dp0yZgrVr12LLli0QBAGvv/46zp8/j19++QV33XWXqXMkO7DqoGHa89S+QejAfZwcXqiXi3FNn5UH0m/4mqTsMuRpa+DqJEdsZx8LZkd0a6FeLugT4gG9CGw7w60xbFWb+yHGjx+PvXv3oqKiAlVVVdi/fz/GjRtnytzITuRra7A1yXCTmN04AJaoaUr8jyezcPUGg0mbphmPjvKDWim/7nkiKV3rBmMBZKvaVAB16tQJxcXF1x0vLS1Fp06d2p0U2ZdvjmSgQS9iYHgH9AjykDodshIDwzugZ7AGtQ16fHs047rnjdPf2f1FVujuxunwR9NLkK/lgsC2qE0FUHp6OnQ63XXHa2trkZ3dsrU9yDHUNejx7RHDhxtbf+i3BEHAI43bY6w+lI56nd743OXCClwqqIBSLnCzXLJKwZ7O6N/RE6IIbEliK5AtatUg6I0bNxr/vn37dnh4XPttXqfTYdeuXQgPDzdZcmT7tiTloqiiFgEaNcb34Dou1Nyk3oFYvPUC8rW12JKUi6l9gwHAOPh5SCdvaNTcLoWs0+TeQTiZUYrNp3ONe92R7WhVAXTvvfcCMPzmNnv27GbPKZVKhIeH44MPPjBZcmT7VjXu+/XA4I5Qcuo7/Y5KIcfMIWH4MO4ivtifhnv6BEEQhGubn7JoJit2d69AvLX5HI5fuYqc0moEeTpLnRK1Qqs+kfR6PfR6PTp27IiCggLj13q9HrW1tUhOTsbkyZPNlSvZmFOZpUjMLIWTXIb/G9xR6nTISs0Y3BFOChlOZZXhZMZV5GtrkJBRCsCw/QWRtQrwUGNgmBcAdoPZojb9Sp6WlgYfH05LpVtr2vV9cu9A+LhxnQy6MR83Fe7ta5hR88X+dMQ1Dn7uG+oJf41aytSIbmtyH8NgaM4Gsz1tWggRACorK7F3715kZGSgrq75FNa//vWv7U6MbFtRRa3xhsDBz3Q7jwyPwLrjWdh6JhepRZUAwDFjZBMm9AzAGxvPIjGzFJklVQj1cpE6JWqhNhVACQkJuPvuu1FVVYXKykp4eXmhqKgILi4u8PPzYwFEWHMkA3U6PfqGeqJPqKfU6ZCV6xagwbAu3jhwqRjnc7UAOP2dbIOfuxqDI7xxKLUYW5Jy8eSozlKnRC3Upi6w559/HlOmTEFJSQmcnZ1x+PBhXLlyBTExMXj//fdNnSPZmHqdHl8fMaz8/BBbf6iFHvnNLJrOvq7o7OsmYTZELcduMNvUpgIoMTER8+bNg1wuh1wuR21tLUJDQ/Hee+/h73//u6lzJBuz/Wwe8rW18HFT4e5egVKnQzbijig/hHsbug/Y/UW2ZEKPAMhlApKyy3CluFLqdKiF2lQAKZVKCIJhZ2Z/f39kZBgWuvPw8DD+nRxX0+Dnptk9RC0hkwl47/4+uLdvEB4dzjVVyHZ4u6kQ29kbAFuBbEmbxgD169cPx48fR9euXXHHHXfg9ddfR1FREb766iv06tXL1DmSDTmbU4Zj6VehkAl4gFPfqZUGRXhhUISX1GkQtdrk3oGITynCt0cy8OjwCO5fZwPa9Ov5u+++i8BAQ9fGW2+9BW9vbzz11FMoKCjA8uXLTZog2Zam1p+JvQI5hZmIHMY9fYIRoFEju7TauAAsWbdWF0CiKMLX1xdDhgwBAPj6+mLLli3QarU4efIk+vTpY/IkyTaUVNbhp8QcAMBDsWESZ0NEZDnOTnK8OD4KALDs10sorqiVOCO6nTYVQJGRkcjKyjJHPmTDvjuWgboGPXoGa9C/Ywep0yEisqj7+gWjR5AG5bUN+GhXitTp0G20ugCSyWSIjIxEcXGxOfIhG9Wg0+PrQ4ap77OHhhsHyRMROQqZTMCCSdEAgG+OZOBSQYXEGdGttGkM0HvvvYeXXnoJZ86cMXU+ZKN2ns9HTlkNvFydMKVPkNTpEBFJIrazD+6M9oNOL+IfW89LnQ7dQptmgT344IOoqqpCnz594OTkBGfn5jvglpSUmCQ5sh1Ng/7+PDCUsx+IyKG9MjEau5MLsfN8AQ5eLkJsZ+6daY3aVAAtXbrUxGmQLbuQp8Xh1BLIZQIeHMLBz0Tk2Lr4ueGBwR2x+tAVvLP5PH55ZjhkMg4LsDZtKoBmz57dotf94x//wJw5c+Dp6dmWMGQjvjxoGPszrrs/gjydb/NqIiL799zYSGw4mY2zOVr8mJCN+2NCpE6Jfsesy/S+++677A6zc2VV9fgpIRsAd30nImri7abC02O6AADe356M6jqdxBnR75m1ABJF0ZynJyuw7ngmqut16BbgjsFcwZeIyOih2HAEezojT1uDFfGpUqdDv2MVGzV98skniIiIgFqtRkxMDOLj42/62j179kAQhOseFy5caPa69evXo3v37lCpVOjevTs2bNhg7stwODq9iNWH0wEYWn849Z2I6Bq1Uo5XJnYDAPx372UUaGskzoh+S/ICaO3atZg7dy4WLFiAhIQEjBgxAhMnTrztpqrJycnIzc01PiIjI43PHTp0CNOnT8fMmTNx6tQpzJw5E9OmTcORI0fMfTkOZfeFAmSWVMPDWYl7+wZLnQ4RkdWZ3DsQ/Tp6oqpOhw/jLkqdDv2G5AXQhx9+iEcffRSPPfYYoqOjsXTpUoSGhuLTTz+95fv8/PwQEBBgfMjl16ZeL126FHfddRfmz5+Pbt26Yf78+Rg7dqzDzF6ra9Aju7QalbUNZu2G/PJQOgBg+sBQODtx6jsR0e8JgoBXGxdHXHc8ExfytBJnRE3aNAvMVOrq6nDixAm88sorzY6PGzcOBw8evOV7+/Xrh5qaGnTv3h2vvvoq7rjjDuNzhw4dwvPPP9/s9ePHj79pAVRbW4va2mv7tmi1tvsfVKcXMWHpPqQWVQIAlHIBHs5O8HRRwtNZCU8X5fVfuzgZ/+7p7AQPFyXcVYpbTtu8VFCB+JQiCAIwk1PfiYhuKibMC5N6BWJzUi7e2XweXz06WOqUCGYugEaMGHHdIom/VVRUBJ1OB39//2bH/f39kZeXd8P3BAYGYvny5YiJiUFtbS2++uorjB07Fnv27MHIkSMBAHl5ea065+LFi/Hmm2+25tKsVvbVamPxAwD1OhFFFbUoauXGfDIB8HBWwtPFqfHPpoLJ8HViZikAYGw3f4R6uZjyEoiI7M7fJnRD3Ll8xKcUYU9yAUZH+UmdksNrcwGk1+tx6dIlFBQUQK/XN3uuqRDZsmVLi871+8GzoijedEBtVFQUoqKijF8PHToUmZmZeP/9941xW3vO+fPn44UXXjB+rdVqERoa2qLcrU1qkWHvma7+bvj56eEora5DaVU9SqvqUdb09+rffW08Zvi6ul4HvQhcrarH1ar6W8Z7iFPfiYhuq6O3C2bHhmFFfBre3XIew7v4QCGXfBSKQ2tTAXT48GHMmDEDV65cuW6MiSAI0Olatt6Bj48P5HL5dS0zBQUF17Xg3MqQIUPw9ddfG78OCAho1TlVKhVUKlWL41mztMbWn04+bnB2ksPZyRmBHq1bnLCmXgdt9bVCqbSqDqXV9Sirqm9WUHX2c8OwLt7muAwiIrvzzB2R+P5EFi7mV2Dd8SzMGNxR6pQcWpsKoDlz5mDAgAHYvHkzAgMD2zz92cnJCTExMYiLi8Mf/vAH4/G4uDhMnTq1xedJSEhAYGCg8euhQ4ciLi6u2TigHTt2IDY2tk152pKmAijC17XN51Ar5VAr5fDTqE2VFhGRw/NwUeK5sZF485dz+DAuGVP6BMJdrZQ6LYfVpgIoJSUFP/zwA7p06dLuBF544QXMnDkTAwYMwNChQ7F8+XJkZGRgzpw5AAzdU9nZ2Vi9ejUAwwyv8PBw9OjRA3V1dfj666+xfv16rF+/3njO5557DiNHjsSSJUswdepU/Pzzz9i5cyf279/f7nytXWphYwHk0/YCiIiIzOOBwWFYfegK0ooq8d+9l/HS+G5Sp+Sw2lQADR48GJcuXTJJATR9+nQUFxdj0aJFyM3NRc+ePbFlyxaEhRlmFuXm5jZbE6iurg4vvvgisrOz4ezsjB49emDz5s24++67ja+JjY3Fd999h1dffRWvvfYaOnfujLVr12LwYPsfeX+tC4wFEBGRtXFSyPDKxG548qsT+Cw+DQ8MDuMeihIRxDYsFLNhwwa8+uqreOmll9CrVy8olc2b8Hr37m2yBKWg1Wrh4eGBsrIyaDQaqdNpsZp6Hbq9tg0AcPK1u+Dl6iRxRkRE9HuiKGL68sM4mlaCP/QLxr+m95U6JbvRms/vNrUA/fGPfwQAPPLII8ZjgiAYZ1q1dBA0mVZ6saH1x8NZiQ4u7FcmIrJGTYsj3vOfA9iQkI2Hh4Wjd4in1Gk5nDYVQGlpaabOg0zgt+N/uC8XEZH16h3iiT/0C8aGhGy8vfk81j4xhPdtC2v1IgT19fW44447UFlZibCwsBs+SBoc/0NEZDteGh8FlUKGo2kl2HEuX+p0HE6rCyClUona2lpWqlaoqQWoUzumwBMRkWUEeTrjsRERAIB/bL2Augb9bd5BptSmZSifffZZLFmyBA0NDabOh9ohrXEV6AgfN4kzISKilnhqdBf4uDkhragS3xy5InU6DqVNY4COHDmCXbt2YceOHejVqxdcXZu3OPz4448mSY5ap2kPMK4BRERkG9xUCjx/V1cs2HAGH+1KwX39QuDBSSwW0aYCyNPT0zgTjKzD1UrDFhUAEO7DzUmJiGzF9AGhWHUgHSkFFfjP7hQsmNRd6pQcQpsKoJUrV5o6D2qnptafIA81XJzavMctERFZmEIuw98nRePhlcfw5cErmDkkHB29+YusuXErWjthij3AiIhIGqO7+mJEpA/qdHos2XZB6nQcQpuaCiIiIm45Cyw1NbXNCVHbpBY2DYBmAUREZGsEQcDf747G3R/HY3NSLh65UoKYMC+p07JrbSqA5s6d2+zr+vp6JCQkYNu2bXjppZdMkRe1krEFiDPAiIhsUnSgBtNiQrH2eCbe3nwePz4VyyVnzKhNBdBzzz13w+PLli3D8ePH25UQtY1xEUR2gRER2ax547ril9M5SMgoxabTuZjSJ0jqlOyWSccATZw4EevXrzflKakF9HqRq0ATEdkBP40ac0Z1BgAs2XYBNfXcW9NcTFoA/fDDD/DyYp+lpeVqa1DboIdSLiDY01nqdIiIqB0eH9EJARo1sq5WY9XBdKnTsVtt6gLr169fs35JURSRl5eHwsJCfPLJJyZLjlqmaQB0Ry8XKOSc2EdEZMucneR4cXwUXvz+FJb9egl/igmBt5tK6rTsTpsKoHvvvbfZ1zKZDL6+vhg9ejS6detmiryoFa6N/+EAaCIie3Bfv2CsPJCGszlafLQrBYum9pQ6JbvTpgJo4cKFps6D2sG4CSrH/xAR2QWZTMCCSdGYseIIvjmSgVlDw9HFj7/kmlKblwzW6/W4dOkSCgoKoNc338F25MiR7U6MWi6Ne4AREdmd2M4+uDPaDzvPF+AfW8/js9kDpU7JrrSpADp8+DBmzJiBK1euQBTFZs8JggCdjqPWLSm1iIsgEhHZo1cmRmN3ciF2ni/AwctFiO3sI3VKdqNNI2bnzJmDAQMG4MyZMygpKcHVq1eNj5KSElPnSLdQ26BD1tVqABwDRERkb7r4ueGBwR0BAO9sPg+9XrzNO6il2tQClJKSgh9++AFdunQxdT7UShnFVRBFwF2lgI+bk9TpEBGRiT03NhIbTmbjbI4WPyZk4/6YEKlTsgttagEaPHgwLl26ZOpcqA1Sf7MJKpdMJyKyP95uKjw9xtDg8P72ZFTXcZiJKbS4Bej06dPGvz/77LOYN28e8vLy0KtXLyiVymav7d27t+kypFtqmgHG8T9ERPbrodhwfHXoCrJLq/HcdwmY2CsAvYI90cnHFTIZf/ltixYXQH379oUgCM0GPT/yyCPGvzc9x0HQlpXWOAC6EzdBJSKyW2qlHPPv7oZnvk3AjnP52HEuHwDgplKgR5AGvYI90CvEA71DPBHm5cKiqAVaXAClpaWZMw9qo7TfdIEREZH9mtw7CG4qBfZeLERSVhnO5mhRUduAI2klOJJ2bQKSu1pxrSAK9kTvEA+EdHDmMInfaXEBFBYWZvz74sWL4e/v36wFCAC++OILFBYW4m9/+5vpMqRb4iaoRESOY3SUH0ZH+QEAGnR6XC6sxOmsUiRll+F0VhnO5WpRXtOAg5eLcfBysfF9ni5KQ1EU7IHeIR7oFeKJIA+1QxdFgvj7hXxaIDw8HN9++y1iY2ObHT9y5Aj+/Oc/23xrkVarhYeHB8rKyqDRaKRO56bKquvR580dAIAzb46Hm6rN61oSEZEdqNfpkZJfgaTsUpzOKkNSdhnO52pRr7v+o97b1amxlcgDPYMN3Wf+GpVNF0Wt+fxu0ydmXl4eAgMDrzvu6+uL3NzctpyS2qCp9cdfo2LxQ0REUMpl6B6kQfcgDaY3Lhxd26DDxbwKnM4uRVKWoaXoYn45iivrsCe5EHuSC43v93VXoXewBx4b0QlDO3tLdBWW0aZPzdDQUBw4cAARERHNjh84cABBQUEmSYxuL40rQBMR0W2oFHL0CjGMCcJgw7Gaeh0u5JUjKetaS9HF/HIUltdi14UCHEotxr6X74CPHe9C36YC6LHHHsPcuXNRX1+PMWPGAAB27dqFl19+GfPmzTNpgnRzacYp8JwBRkRELadWytE31BN9Qz2Nx6rrdDiXW4bXfz6LszlaLNt9CQun9JAuSTNrUwH08ssvo6SkBH/5y19QV1cHAFCr1fjb3/6G+fPnmzRBurnLHABNREQm4uwkR0yYF+ZPjMaDnx/BN4cz8OjwCIR0cJE6NbNo00rQgiBgyZIlKCwsxOHDh3Hq1CmUlJTg9ddfN3V+dAtNLUCdOAWeiIhMZHikD2I7e6NOp8fSnSlSp2M2bSqAmri5uWHgwIHo2bMnVCr77Se0RqIoXlsDiC1ARERkQi9P6AYA+PFkFlLyyyXOxjzaVQCRdPK1taiu10EuExDqZZ/Nk0REJI2+oZ4Y38MfehF4f0ey1OmYBQsgG5VaaJgB1tHLBUo5/xmJiMi0XhwXBZkAbD+bj8TMUqnTMTl+ctqoVA6AJiIiM4r0d8d9/UMAAP/cfkHibEyPBZCN4vgfIiIyt7l3RsJJLsOBS8XYn1IkdTomxQLIRnETVCIiMreQDi6YMbgjAOC97RfQht2zrBYLIBvVNAaILUBERGROz4zpAhcnOU5nlWHbmTyp0zEZFkA2qK5Bj8yr1QCAzr5cBZqIiMzHx02Fx4Ybtr56f0cyGnR6iTMyDRZANijzahV0ehEuTnL4uXP9JSIiMq/HRnZCBxclLhdW4seEbKnTMQkWQDbo2h5grhAEQeJsiIjI3mnUSvxldBcAwNK4i6ip10mcUfuxALJBqdwFnoiILGzm0DAEaNTIKavBN0cypE6n3VgA2aCmGWCdOP6HiIgsRK2UY+6dkQCAZbsvoaK2QeKM2ocFkA1KLeQiiEREZHn3x4Sgk48rSirr8Fl8qtTptAsLIBvERRCJiEgKCrkML4zrCgD4LD4NJZV1EmfUdiyAbEx5TT0KymsBcBFEIiKyvLt7BqJnsAYVtQ34ZPclqdNpMxZANia9qAqAYV0GjVopcTZERORoZDIBL43vBgBYffgKckqrJc6obVgA2ZimGWAc/0NERFIZGemDwRFeqGvQ46OdKVKn0yYsgGwMx/8QEZHUBEHAyxMMrUDfn8jEpYIKiTNqPRZANqZpBhjH/xARkZRiwjrgzmh/6EXgw7hkqdNpNRZANsa4BhBbgIiISGIvjY+CIABbkvJwOqtU6nRahQWQDRFF8TeLILIAIiIiaUUFuOMPfYMBAP/cblutQFZRAH3yySeIiIiAWq1GTEwM4uPjW/S+AwcOQKFQoG/fvs2Or1q1CoIgXPeoqakxQ/aWU1hRi4raBsgEINTLRep0iIiI8PxdXaGUC4hPKcLBy0VSp9NikhdAa9euxdy5c7FgwQIkJCRgxIgRmDhxIjIybr3PSFlZGWbNmoWxY8fe8HmNRoPc3NxmD7VabY5LsJim8T8hHVygUsglzoaIiMjwC/n/DeoIAHhvWzJEUZQ4o5aRvAD68MMP8eijj+Kxxx5DdHQ0li5ditDQUHz66ae3fN+TTz6JGTNmYOjQoTd8XhAEBAQENHvYOnZ/ERGRNXpmTBc4K+VIzCzFjnP5UqfTIpIWQHV1dThx4gTGjRvX7Pi4ceNw8ODBm75v5cqVuHz5MhYuXHjT11RUVCAsLAwhISGYPHkyEhISbvra2tpaaLXaZg9rxCnwRERkjfzc1XhkeDgA4P3tydDprb8VSNICqKioCDqdDv7+/s2O+/v7Iy8v74bvSUlJwSuvvIJvvvkGCoXihq/p1q0bVq1ahY0bN2LNmjVQq9UYNmwYUlJuvFjT4sWL4eHhYXyEhoa278LMhJugEhGRtXpiZGd4OCuRUlCBnxKypU7ntiTvAgMM3VW/JYridccAQKfTYcaMGXjzzTfRtWvXm55vyJAhePDBB9GnTx+MGDEC69atQ9euXfHvf//7hq+fP38+ysrKjI/MzMz2XZCZNK0CHeHjJnEmREREzXk4K/HU6M4AgA/jLqK2QSdxRrcmaQHk4+MDuVx+XWtPQUHBda1CAFBeXo7jx4/jmWeegUKhgEKhwKJFi3Dq1CkoFAr8+uuvN4wjk8kwcODAm7YAqVQqaDSaZg9r06DTI6PYsA8YxwAREZE1mj00HH7uKmSXVmPNkVtPZpKapAWQk5MTYmJiEBcX1+x4XFwcYmNjr3u9RqNBUlISEhMTjY85c+YgKioKiYmJGDx48A3jiKKIxMREBAYGmuU6LCHrajUa9CLUShkCNLY9m42IiOyTs5Mcfx0bCQD4z+5LqKxtkDijm7vxIBoLeuGFFzBz5kwMGDAAQ4cOxfLly5GRkYE5c+YAMHRPZWdnY/Xq1ZDJZOjZs2ez9/v5+UGtVjc7/uabb2LIkCGIjIyEVqvFxx9/jMTERCxbtsyi12ZKTQOgw71dIZNd3z1IRERkDaYPDMWK+FRcKa7CF/vT8GxjQWRtJC+Apk+fjuLiYixatAi5ubno2bMntmzZgrCwMABAbm7ubdcE+r3S0lI88cQTyMvLg4eHB/r164d9+/Zh0KBB5rgEi0jlFHgiIrIBSrkML9zVFc99l4jl+1Lx4JAwdHB1kjqt6wiiraxYZEFarRYeHh4oKyuzmvFACzYk4ZsjGXjmji54cXyU1OkQERHdlF4vYtK/9+N8rhZPjOyEv98dbZG4rfn8topZYHR7XAOIiIhshUwm4OXGX9a/PJiOvDLr24qKBZCNMBZA7AIjIiIbMDrKFwPDO6C2QY+Pdt14FraUWADZgKq6BuQ2Vs9cBJGIiGyBIAh4eUI3AMC645lILayQOKPmWADZgKbWnw4uSni6WN9AMiIiohsZGO6FMd38oNOL+DDuotTpNMMCyAZc2wSVK0ATEZFteXGcYSzQptO5OJNdJnE217AAsgFphRwATUREtql7kAb39AkCAPxze7LE2VzDAsgGcAYYERHZshfu6gqFTMDei4U4klosdToAWADZhMtF3AWeiIhsV7iPK6YPDAUAvLc9GdawBCELICsniiLSGkfOcwwQERHZqr+OjYRaKcOJK1ex63yB1OmwALJ2JZV10NY0QBCAMG8XqdMhIiJqE3+NGg/FRgAA3t+RDL1e2lYgFkBWrmn8T5CHM9RKucTZEBERtd1TozrDXa3AhbxybDyVI2kuLICsXGohN0ElIiL74OGixJxRnQEAH8Qlo65BL1kuLICsXCoHQBMRkR15eFg4/NxV6BPiicraBsnyUEgWmVokrcgwAJpT4ImIyB64OCmwc94oaNRKSfNgC5CVu7YJKmeAERGRfZC6+AFYAFk1nV5EenEVAHaBERERmRILICuWU1qNugY9nBQyBHk6S50OERGR3WABZMWaBkCHe7tALhMkzoaIiMh+sACyYk0rQHMANBERkWmxALJiqcZNUDkAmoiIyJRYAFmxphlgXASRiIjItFgAWTHjKtDsAiMiIjIpFkBWqqZeh5yyagAcA0RERGRqLICsVHpxJUQR0KgV8HJ1kjodIiIiu8ICyEqlGTdBdYMgcAo8ERGRKbEAslLcBJWIiMh8WABZKeMeYCyAiIiITI4FkJVKbVoEkVPgiYiITI4FkJUyrgHERRCJiIhMjgWQFbpaWYerVfUAgHAfF4mzISIisj8sgKxQWrGh9SfQQw0XJ4XE2RAREdkfFkBWqGkFaA6AJiIiMg8WQFYorcgwAJp7gBEREZkHCyArlMZd4ImIiMyKBZAV4iaoRERE5sUCyMro9SLSizkGiIiIyJxYAFmZXG0Naur1UMoFhHRwljodIiIiu8QCyMo0bYLa0csFCjn/eYiIiMyBn7BWpmkGGAdAExERmQ8LICtzuWkANKfAExERmQ0LICtzbQ8wFkBERETmwgLIylxbA4gFEBERkbmwALIitQ06ZF2tAgBEsAuMiIjIbFgAWZGM4iroRcBNpYCvm0rqdIiIiOwWCyArklp0bQC0IAgSZ0NERGS/WABZEY7/ISIisgwWQFakaRFEFkBERETmxQLIirAFiIiIyDJYAFmR1MZVoDv7chVoIiIic2IBZCXKqutRVFEHAAhnCxAREZFZsQCyEumN3V9+7iq4qRQSZ0NERGTfWABZCY7/ISIishwWQFYitdAw/qcTx/8QERGZnVUUQJ988gkiIiKgVqsRExOD+Pj4Fr3vwIEDUCgU6Nu373XPrV+/Ht27d4dKpUL37t2xYcMGE2dtWqncBJWIiMhiJC+A1q5di7lz52LBggVISEjAiBEjMHHiRGRkZNzyfWVlZZg1axbGjh173XOHDh3C9OnTMXPmTJw6dQozZ87EtGnTcOTIEXNdRruxC4yIiMhyBFEURSkTGDx4MPr3749PP/3UeCw6Ohr33nsvFi9efNP3/fnPf0ZkZCTkcjl++uknJCYmGp+bPn06tFottm7dajw2YcIEdOjQAWvWrLltTlqtFh4eHigrK4NGo2nbhbWCKIrosXA7qup02DVvFKfBExERtUFrPr8lbQGqq6vDiRMnMG7cuGbHx40bh4MHD970fStXrsTly5excOHCGz5/6NCh6845fvz4m56ztrYWWq222cOS8rW1qKrTQS4T0NHLxaKxiYiIHJGkBVBRURF0Oh38/f2bHff390deXt4N35OSkoJXXnkF33zzDRSKG08Xz8vLa9U5Fy9eDA8PD+MjNDS0DVfTdk0LIHb0coFSLnmvJBERkd2zik/b3+98LoriDXdD1+l0mDFjBt5880107drVJOcEgPnz56OsrMz4yMzMbOUVtA/H/xAREVmWpCvu+fj4QC6XX9cyU1BQcF0LDgCUl5fj+PHjSEhIwDPPPAMA0Ov1EEURCoUCO3bswJgxYxAQENDicwKASqWCSqUy0VW1HjdBJSIisixJW4CcnJwQExODuLi4Zsfj4uIQGxt73es1Gg2SkpKQmJhofMyZMwdRUVFITEzE4MGDAQBDhw697pw7duy44TmtgXEKvC8LICIiIkuQfM+FF154ATNnzsSAAQMwdOhQLF++HBkZGZgzZw4AQ/dUdnY2Vq9eDZlMhp49ezZ7v5+fH9RqdbPjzz33HEaOHIklS5Zg6tSp+Pnnn7Fz507s37/fotfWUuwCIyIisizJC6Dp06ejuLgYixYtQm5uLnr27IktW7YgLCwMAJCbm3vbNYF+LzY2Ft999x1effVVvPbaa+jcuTPWrl1rbCGyJvU6PTJKqgAAnXw4/Z2IiMgSJF8HyBpZch2g1MIKjPlgL1yc5Dj75vibDtQmIiKiW7OZdYAISP3NAGgWP0RERJbBAkhiHP9DRERkeSyAJMZNUImIiCyPBZDE0hpXgY7gFHgiIiKLYQEksaYxQJwBRkREZDksgCRUUduAgvJaAEA4u8CIiIgshgWQhNIbx//4uDnBw1kpcTZERESOgwWQhFI5A4yIiEgSLIAklFpoGADN8T9ERESWxQJIQsY1gDgDjIiIyKJYAEmIiyASERFJgwWQRERRRFohF0EkIiKSAgsgiRRW1KK8tgEyAejo7SJ1OkRERA6FBZBEmlp/Qjq4QKWQS5wNERGRY2EBJBGO/yEiIpIOCyCJsAAiIiKSDgsgiVxuGgDNKfBEREQWxwJIIk27wHMRRCIiIstjASSBBp0eGSVVALgIIhERkRRYAEkgu7Qa9ToRKoUMgRq11OkQERE5HBZAEkgtvDYAWiYTJM6GiIjI8bAAkkDTLvAcAE1ERCQNFkASaBoAzSnwRERE0mABJIFrawBxBhgREZEUWABJ4LdjgIiIiMjyWABZWFVdA3LLagAAnTkGiIiISBIsgCwsvciw/k8HFyU8XZwkzoaIiMgxsQCyMO4BRkREJD0WQBZ2bQYYB0ATERFJhQWQhaVyE1QiIiLJsQCyMOMiiOwCIyIikgwLIAsSRRGphY1dYGwBIiIikgwLIAu6WlUPbU0DBAEI92YBREREJBWF1Ak4Ep1exGPDI1BaXQ+1Ui51OkRERA6LBZAF+bqr8Ork7lKnQURE5PDYBUZEREQOhwUQERERORwWQERERORwWAARERGRw2EBRERERA6HBRARERE5HBZARERE5HBYABEREZHDYQFEREREDocFEBERETkcFkBERETkcFgAERERkcNhAUREREQOh7vB34AoigAArVYrcSZERETUUk2f202f47fCAugGysvLAQChoaESZ0JEREStVV5eDg8Pj1u+RhBbUiY5GL1ej5ycHLi7u0MQBJOeW6vVIjQ0FJmZmdBoNCY9N2MwBmM4TgxLxWEMxrClGKIoory8HEFBQZDJbj3Khy1ANyCTyRASEmLWGBqNxqw3RsZgDMZwjBiWisMYjGErMW7X8tOEg6CJiIjI4bAAIiIiIofDAsjCVCoVFi5cCJVKxRiMwRiMYfVxGIMxbDXG7XAQNBERETkctgARERGRw2EBRERERA6HBRARERE5HBZARERE5HBYABHdgl6vN3sMc85DsMQch6qqKlRXV5s9jiVZ4vvG+SdkarxftQ4LIInl5+fjf//7H06dOoX6+nqzxCgvL0d6erpZzt3EEtcBAHl5eVi2bBnOnTtnth/2wsJCvPLKKwAMq4Kb44eypKQEGzduBACTb7fSpLS0FN9//32zY6a+lsLCQsyfPx9JSUlmOT9g+DdfsWIFjh49ioaGBpOfHwAKCgqwYcMGnD59GuXl5RAEweTXUlBQgHXr1uHUqVMoKyszSwx7+Vm3l+vg/arlLHG/+j0WQBIqLy/H22+/jaKiIpw8eRJKpdLkMSoqKvDkk09i7dq1OHbsmMnPD1y7jsLCQrNdBwBUVlbi3XffxdWrV3Ho0CHodDqztTzs2LEDv/zyCwDT/1ZVUVGBV199Ff/617+wceNGHD16FFVVVSaNodfr8dFHH2HVqlX48ccfsWbNGpSUlJj05lVRUYF33nkHWq0Wp0+fBmD6m2N1dTXmz5+Pq1evIjk5GTKZzOT/5tXV1ViwYAEKCgqwf/9+fP3116ioqDDptdTX12PhwoW4cuUKUlNT8cUXXxiLIFOx5M8671m3x/tVy1nifnUj3AtMQiUlJZg1axYGDhyI1157Dbm5uVAqlejQoQPkcrlJYiiVSsydOxcKhQJJSUlwd3dHaGgoXFxcTPafS6vV4rHHHkOfPn3w6quvmuU6AKCurg7PP/88vL29MXHiRABAhw4dcN9995ksBmDYR+bPf/4z9uzZgw0bNuCvf/0r+vbta7LzFxYWwsnJCaNHj4YgCLhw4QJcXV3Ro0cPk8WQyWQIDw+HRqNBdHQ0UlJScPToUUyYMMFkMWpra/H0008jMjIS8+fPx88//4ypU6ea7PwAoFAoMGLECPj7+2Pu3LlQKpXQ6XR44IEHTBZDp9Ohc+fOGDVqFP7zn/8gKioKmZmZiI6ONlkMpVKJAQMG4NFHHwUAbNiwAcnJyRg0aJDJYgiCgKeeegqurq44e/asWX7Wec9qOd6vWs4S96sbxjXr2emGSkpKcPToUQQHB2PgwIEAgM6dO+Orr77CmjVrTNIcm5+fj3feeQcHDhyAp6cn+vfvj969e+Ojjz7CP//5T9TV1bU7Rl5eHt59912kpKQYb0xdunQx6XU0xXnnnXeQmJiIqqoqODs7Y8OGDQgICEBeXp5JYuTn5+Ptt9/Gzp07kZycjFGjRkGj0eDy5cvG7p32avp+ZWVlYdiwYVi4cCGmTJmCwsJCk/2mm5+fj7feegt79+5FSkoKKioq0LFjR5SVlSEnJ8ckMZqu4/Tp08bfBB9++GHU1taa5PzAtf+/hw8fhl6vh6urKz7//HP4+PggJyfHJL/lNsU4ffo0SkpKkJ+fj7lz58LFxQVnz541wVUYftYPHz4MwPDB/vbbbxtjJycnmyzGkSNH4OTkhBEjRqBz587o2bMnPv74Y5P9rPOe1boYvF+1jCXuV7fCAsjCamtrMX/+fPz000/Ytm2b8Ydap9Nh9+7dmDx5MtRqdbtiiKKIFStWwNXVFa6urli/fj3Onz8Pd3d3FBUVYcaMGe1eflwURXz22WdwdnaGi4sLtmzZgoyMDMjlcpNdx2/jNF3Lxo0bcenSJVRWVmLnzp0YP368SWKsWLECbm5u0Gg02LFjBzZt2oSePXti7969mDx5ssmuQ61Ww9nZGZcvX8b58+eRlJSE9PR0jBw50uTX4efnh+zsbKxfvx779u0zWYzPPvsMLi4ucHV1xdatW3Hq1Cm4urri8OHDqK2tbXe/fdN1NP3fKioqwsGDB3HgwAF8/fXXmDp1KmSy9t26fh/D29sbPj4+8PDwwIkTJxATE9Ou8wPXftZ//vlnxMXFYdasWejYsSM+//xznDhxArGxsSaNsX37dtTW1sLDwwMqlQqFhYUm+Vm35D3Lzc3N7PcsV1dXs92zmmI0XYc571dNu6ib837l7Oxs9vuVu7u72e5Xt8OtMCxIp9NBLpfjypUrUCgU2LNnD0JCQhAWFoYrV64gMjISQUFB7YpRX18PpVKJNWvWYNSoUQgKCsKxY8dQXFyMCRMmoKysDB4eHmaJcfXqVQQEBMDb2xvBwcHtinG7OFFRUXBxcYGvr6/JY5w6dQpFRUUYO3YsAMMPanua3m92HaWlpQgKCoK3tzcCAgJMfh2nT59GUVERxowZg+rqajg7O5s8xvHjx1FYWIiJEyeaLUZiYiLKysrQq1cvyOVys/z/PX78OIqLizF48GDo9Xp4eXm1K0ZDQwMUCgWuXLkCpVKJnTt3IioqCiEhIfD09IRcLm/3h+3vY+zevRuhoaEIDQ1Fhw4dIJPJoNFoTB7D1Pespp+vb775BrGxsYiIiDD5PetmMUx5z7pVDFPdr24Uw9T3q5tdhynvVzeKYer7VUuwBchCmprX169fj4sXLyI4OBgjR47E2rVr8fbbb2PAgAHtvpHk5+fjmWeewaZNm5CQkIB//vOfyM3NRVJSEg4ePAgA7b6R3CrGoUOH0Lt3b5MUP7e7lrCwsHbfTG4W4/jx49i7dy9EUWz3zeR219GjR49230xuFuPYsWPYs2cPRFFs94ft7a7DnDGOHz+OX3/9FV5eXmb7/3v69GkcPHgQnp6e7S5+8vPz8fTTT+OHH37A2bNnERQUhDFjxmDVqlVYsGCByb5Xv48xatQofPfdd1i0aBEUCkW7i5+bxTDlPauwsBDr16/H1atX0bNnT3zwwQdIT0/HmTNnTHbPulUMU92zbncdprhf3SzGiRMnTHa/ut11mOJ+dbMYx48fN9n9qqU4CNpC1qxZgzFjxkClUmHnzp1QKpXo3bs3nJyc8Nxzz8HV1bXdMXbu3Il+/fqhb9++qKysxNGjR7Fjxw5kZGRg5syZJriKW8cw5cBUS8S5WYzMzEzMmjXLJAMupb6OmTNnmvU6rly5gtmzZ5s1RlZWFh588MF2n/9WMTIyMkwao3///hg6dCg2bNiAX375BcOGDYNarcbzzz8PNzc3s8VQqVSYO3eu2WOY4p6l0+nw3//+FxUVFaivr8fUqVMxZ84c7Nmzx/h/t71uF2PGjBlmj2GKn/NbxcjKyjLJz7nU3ytTXUdrsAvMzKqqquDi4oIlS5YgKioKv/zyC8aNGweVSoV7770XNTU17a52m7rWduzYgerqakydOtX4m/OUKVOg1+vbPWbCEjHs6VoYgzGmTp2KvLw87N27F9OnTzfbz7otxmj6fldVVaGmpgb79++HTCZDQEAAIiIi4OXl1e4PQsZwvBitxS4wMyoqKsLs2bOxZs0ayOVy4wBIPz8/42DC9g7sKygowL/+9S+cOXMGI0aMwOHDh/HTTz9h9+7d+PHHH1FTU9Pu/1SWiGFP18IYjPHbGFu3bjVJ0WBPMT744AOcOHECLi4u8PLywtChQ7Fv3z68+uqrANq/nhRjOF6MtmABZEYpKSmYOHEi7rvvPkRFReHIkSPGcRMvv/wynJyc2v2PvnPnTpSXlyMhIQEZGRnGabaiKOLVV1+FWq22iRj2dC2MwRhNMfR6PV577TWTjGmwpxgVFRVITk7GkSNHABjWx4mIiMC///1veHt7MwZjWAS7wMygtLQU9fX1SExMxMWLF/H0009DFEWsWrUKM2fOhF6vh5OTU7tj6HQ66HQ6+Pn5IT4+HoWFhWhoaEDfvn3RtWtXk1yHuWNYKg5jMAZjWF+MkpISlJaWYujQoejUqRMUivYNS2UMx4vRHmwBMjGtVouHHnoI3377LTIyMnD06FH85z//wQ8//ICffvoJFRUV7S5+tFotZs+ejdWrV2PNmjU4efIkRowYgcuXL+Ojjz6Cu7u7Sa7D3DEsFYcxGIMxrDPGxYsXsXz5cri7u7f7g5AxHC9Gu4lkMlqtVrx06ZK4bNkyURRF8ezZs+KKFSvEn3/+Wdy3b5+Ynp5u8hgJCQniv/71L7GgoEDcsmWLmJqaahMxLBWHMRiDMRiDMewvhimwADKRoqIiccqUKeKLL74oDho0yFjs/Pe//xVzcnLMGmPZsmVibm6uzcSwVBzGYAzGYAzGsL8YpsIxQCag1+uxdu1auLi4oG/fvnjyySfRt29f9O7dG99++y1WrFiBwMBAxrCza2EMxmAMxmAMy8YwJRZAJvLb6aHbt2+HIAjG5dXbu3KmvcWwVBzGYAzGYAzGsL8YJiNtA5R90ev1YnV1tTh69GjxnnvuEQsLCxlD4jiMwRiMwRiMYX8xTIFbYZiQIAhQKBQYNWoUHnroIfj4+DCGxHEYgzEYgzEYw/5imAK7wMygabdpxrCeOIzBGIzBGIxhfzHagwUQERERORwuhEhEREQOhwUQERERORwWQERERORwWAARERGRw2EBRERERA6HBRARSeKhhx7CvffeK3UaVis8PBxLly6VOg0iu8UCiIjsji0VV6tWrYKnp6fUaRA5HK4ETUR2Q6fTQRAEqdMgIhvAFiAiajO9Xo8lS5agS5cuUKlU6NixI9555x0AQFJSEsaMGQNnZ2d4e3vjiSeeQEVFxXXneP/99xEYGAhvb288/fTTqK+vNz539epVzJo1Cx06dICLiwsmTpyIlJQU4/NNrSebNm1C9+7doVKp8PDDD+PLL7/Ezz//DEEQIAgC9uzZc8vrSE9PhyAIWLduHUaMGAFnZ2cMHDgQFy9exLFjxzBgwAC4ublhwoQJKCwsbHb9ixYtQkhICFQqFfr27Ytt27Zdd94ff/wRd9xxB1xcXNCnTx8cOnQIALBnzx48/PDDKCsrM+b6xhtvGN9fVVWFRx55BO7u7ujYsSOWL1/eqn8fIroFabciIyJb9vLLL4sdOnQQV61aJV66dEmMj48XV6xYIVZWVopBQUHifffdJyYlJYm7du0SIyIixNmzZxvfO3v2bFGj0Yhz5swRz58/L/7yyy+ii4uLuHz5cuNr7rnnHjE6Olrct2+fmJiYKI4fP17s0qWLWFdXJ4qiKK5cuVJUKpVibGyseODAAfHChQtiaWmpOG3aNHHChAlibm6umJubK9bW1t7yOtLS0kQAYrdu3cRt27aJ586dE4cMGSL2799fHD16tLh//37x5MmTYpcuXcQ5c+YY3/fhhx+KGo1GXLNmjXjhwgXx5ZdfFpVKpXjx4sXrzrtp0yYxOTlZvP/++8WwsDCxvr5erK2tFZcuXSpqNBpjruXl5aIoimJYWJjo5eUlLlu2TExJSREXL14symQy8fz586b65yNyaCyAiKhNtFqtqFKpxBUrVlz33PLly8UOHTqIFRUVxmObN28WZTKZmJeXJ4qioQAKCwsTGxoajK/505/+JE6fPl0URVG8ePGiCEA8cOCA8fmioiLR2dlZXLdunSiKhgIIgJiYmNgs/uzZs8WpU6e2+FqaCpXPPvvMeGzNmjUiAHHXrl3GY4sXLxajoqKMXwcFBYnvvPNOs3MNHDhQ/Mtf/nLT8549e1YEYCxkVq5cKXp4eFyXU1hYmPjggw8av9br9aKfn5/46aeftvi6iOjm2AVGRG1y/vx51NbWYuzYsTd8rk+fPnB1dTUeGzZsGPR6PZKTk43HevToAblcbvw6MDAQBQUFxnMoFAoMHjzY+Ly3tzeioqJw/vx54zEnJyf07t3bJNf02/P4+/sDAHr16tXsWFN+Wq0WOTk5GDZsWLNzDBs2rFl+vz9vYGAgABjP09J8BEFAQEBAi95HRLfHAoiI2sTZ2fmmz4mieNPByL89/vudogVBgF6vN56jJed2dnY22cDn3+bTdM7fH2vK7/evu1l+Nzvv789zu3xuFp+I2oYFEBG1SWRkJJydnbFr167rnuvevTsSExNRWVlpPHbgwAHIZDJ07dq1Refv3r07GhoacOTIEeOx4uJiXLx4EdHR0bd8r5OTE3Q6XQuvpG00Gg2CgoKwf//+ZscPHjx42/x+yxK5EtH1WAARUZuo1Wr87W9/w8svv4zVq1fj8uXLOHz4MD7//HM88MADUKvVmD17Ns6cOYPdu3fj2WefxcyZM41dS7cTGRmJqVOn4vHHH8f+/ftx6tQpPPjggwgODsbUqVNv+d7w8HCcPn0aycnJKCoqajazzJReeuklLFmyBGvXrkVycjJeeeUVJCYm4rnnnmvxOcLDw1FRUYFdu3ahqKgIVVVVZsmViJpjAUREbfbaa69h3rx5eP311xEdHY3p06ejoKAALi4u2L59O0pKSjBw4EDcf//9GDt2LP7zn/+06vwrV65ETEwMJk+ejKFDh0IURWzZsuW6rqHfe/zxxxEVFYUBAwbA19cXBw4caM9l3tRf//pXzJs3D/PmzUOvXr2wbds2bNy4EZGRkS0+R2xsLObMmYPp06fD19cX7733nllyJaLmBPFmHe1EREREdootQERERORwWAARkd1799134ebmdsPHxIkTpU6PiCTALjAisnslJSUoKSm54XPOzs4IDg62cEZEJDUWQERERORw2AVGREREDocFEBERETkcFkBERETkcFgAERERkcNhAUREREQOhwUQERERORwWQERERORw/h9q2Anjry+9XAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='cohort_month',y=\"churn_rate\",data=data_c3[data_c3.cohort_month<'201107'])\n",
    "plt.xticks(rotation=45, fontsize=4.5)\n",
    "plt.title(\"churn rate\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "ab6308cc-2719-40b5-bd60-35331fefd212",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='cohort_month',y=\"churn\",data=data_c3[data_c3.cohort_month<'201107'])\n",
    "plt.xticks(rotation=45, fontsize=4.5)\n",
    "plt.title(\"churn amount\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca34458e-9e24-4b05-8a99-558f1d9a5503",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
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